tag:blogger.com,1999:blog-23777112102235344572024-02-20T01:47:04.565-08:00Vibrant9Vibrant9http://www.blogger.com/profile/07613702207333887671noreply@blogger.comBlogger11125tag:blogger.com,1999:blog-2377711210223534457.post-27214757301245089262021-01-26T13:49:00.006-08:002021-01-26T13:49:54.704-08:00Home Automation Ideas<p> <span data-preserver-spaces="true" style="box-sizing: border-box; font-family: Montserrat, Gotham, Arial, sans-serif; font-size: 15px; margin: 0px; padding: 0px; position: relative;">Home automation is much more than a one-trick pony. When you build on a strong foundation, such as an Solar Panel t</span><span data-preserver-spaces="true" style="box-sizing: border-box; font-family: Montserrat, Gotham, Arial, sans-serif; font-size: 15px; margin: 0px; padding: 0px; position: relative;">hat powers your whole home, the possibilities are endless. We could list home automation ideas all day long</span><span data-preserver-spaces="true" style="box-sizing: border-box; font-family: Montserrat, Gotham, Arial, sans-serif; font-size: 15px; margin: 0px; padding: 0px; position: relative;">, but here are 78 to get you started, plus </span><span style="box-sizing: border-box; font-family: Montserrat, Gotham, Arial, sans-serif; font-size: 15px; font-weight: 700; margin: 0px; padding: 0px; position: relative;">5 BONUS Voice Control ideas</span><span data-preserver-spaces="true" style="box-sizing: border-box; font-family: Montserrat, Gotham, Arial, sans-serif; font-size: 15px; margin: 0px; padding: 0px; position: relative;"> that are sure to get you talking!</span></p><p style="background-color: white; box-sizing: border-box; font-family: Montserrat, Gotham, Arial, sans-serif; font-size: 15px; margin: 0px 0px 25px; padding: 0px; position: relative;"><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><img alt="" class="pyro-image alignment-none" data-pyroimage="true" src="https://www.control4.com/files/large/257c2803dbeba51" style="border: 0px; box-sizing: border-box; margin: 0px; max-width: 100%; padding: 0px; position: relative;" /> <br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span style="box-sizing: border-box; font-weight: 700; margin: 0px; padding: 0px; position: relative;">SMART LIGHTING IDEAS</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">1. One button press turns on all lighting for a given room or floor, not just one light.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">2. Double-tap the same button to turn everything (lighting, electronics, devices, etc.) in the room off.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">3. Lights flash in your garage when someone rings the doorbell.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">4. When then garage door opens after dark, the outdoor lights leading up to your door and just inside the house automatically turn on.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">5. Motion sensors in critical areas can signal the automation system to switch off lights when a room has been vacant for some time.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">6. Landscape lighting can turn on automatically at sunset and off again at sunrise.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">7. A “Bedtime” scene can set bedside lamps at a level just low enough for comfortable reading.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">8. With the touch of an “All Off” button, all of the lights in your entire home turn off.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">9. Midnight snack – just enough light to make your way to the refrigerator and back without disturbing family members.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">10. Motion sensing – At night, when motion is sensed, ramp lights to 15% (just enough light to see, not to be blinded).</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">11. Turn off lights automatically each morning when kids leave for school.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">12. If the natural light in the room is less than 50%, lights adjust to 50%. If natural light is less than 40%, lights increase to 60%, and so on. This helps for when the shades are drawn, or on a cloudy day in the middle of summer.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">13. Landscape lighting – have the lights come on brighter at sunset, and then dim to 20% at 11pm to conserve energy.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><img alt="" class="pyro-image alignment-none" data-pyroimage="true" src="https://www.control4.com/files/large/d82da6f67638521" style="border: 0px; box-sizing: border-box; margin: 0px; max-width: 100%; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span style="box-sizing: border-box; font-weight: 700; margin: 0px; padding: 0px; position: relative;">SMART MUSIC IDEAS</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">14. Stream music to every room in your home, with a dedicated keypad place in each room.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">15. Push all of your stored music throughout the home via distributed audio zones accessed through your smartphone, keypads, and touch screens.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">16. Tap a button on a keypad to activate a zone of music. If you tap the music, it can change the LED to an assigned color for each family member (with their favorite playlist/settings).</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">17. Double-tap the volume button to turn off an audio zone.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">18. Music starts automatically in the bathroom when you turn on the shower lights.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">19. Install a touch screen behind a waterproof wall mount in your shower to control music streaming in the shower.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">20. Program your own “His and Her” audio settings. Time each to correspond with the time of day, designated keypad buttons, or audio zones.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">21. Use your grand piano as an audio source, which can be played through your entire home’s in-ceiling speakers.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">22. Link your piano with your Control4 system, and the music can be heard anywhere in the world where you have access to your home automation system.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">23. Create a “Music” scene, which sets the lights at 30% and volume at your preferred level – perfect for late-night focus while working on a project.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span style="box-sizing: border-box; font-weight: 700; margin: 0px; padding: 0px; position: relative;">ENTERTAINING AUTOMATION IDEAS</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">24. A “Party” scene – create instant ambiance with the press of a button with lighting that illuminates key decorative elements and a customized playlist that starts up automatically.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">25. Someone drop in unexpectedly? No worries. Get notified when guests arrive by broadcasting a chime through the audio zone’s speakers where the party’s at.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">26. Incorporate microphones into the whole-house audio system, so you can broadcast presentations throughout the entire home.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">27. Use your iPad to tell the refrigerator when you’re out of ice, so it can ramp up production.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><img alt="" class="pyro-image alignment-none" data-pyroimage="true" src="https://www.control4.com/files/large/248b3ba0d55ad30" style="border: 0px; box-sizing: border-box; margin: 0px; max-width: 100%; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span style="box-sizing: border-box; font-weight: 700; margin: 0px; padding: 0px; position: relative;">VIDEO/HOME THEATER AUTOMATION IDEAS</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">28. Remote finder – triple-tap a light switch, and your remote will immediately start beeping.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">29. Automatically lock your home’s front and rear doors when a movie begins.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">30. When you press play, dim the lights gradually over 7 seconds.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">31. When you press pause, bring the lights up by 30%.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">32. With the press of a button, a TV ascends on a motorized lift from a cabinet, motorized speakers in the ceiling tilt downward, a surround-sound system activates, the shades close, and the lights dim.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">33. Program your golf simulation room to double as a home theater.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">34. Have every TV in your home automatically turn on to your favorite channel when you come home from work after opening the garage door.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">35. Set the volume of a child’s TV to a preset level.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">36. A “Good Night” scene, which provides a push notification on your kids’ iPad to turn off their TVs. The lights in each bedroom flash as a warning, and 10 minutes later, the TVs switch off automatically.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><img alt="" class="pyro-image alignment-none" data-pyroimage="true" src="https://www.control4.com/files/large/36d59608e3301bc" style="border: 0px; box-sizing: border-box; margin: 0px; max-width: 100%; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span style="box-sizing: border-box; font-weight: 700; margin: 0px; padding: 0px; position: relative;">SMART SECURITY IDEAS</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">37. Automate your bedroom touch screen to see who’s at the door when the bell rings from your front door or gate intercom.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">38. When the doorbell is pressed, “</span><em style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">Who can it be now</em><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">” plays through speakers, the security camera rotates to the front door, the TV or movie is paused, and if it’s night time, the outside patio light turns on from 20% to 75%.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">39. Watching TV when someone rings the doorbell? Have an image from the surveillance camera appear on any TV that happens to be on, pausing the TV show or movie for 15 seconds.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">40. Built-in alerts which will notify you if the front door is left open for longer than five minutes or if the front gate is ajar for longer than ten.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">41. Access security video feed remotely from your smartphone, from anywhere in the world.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">42. Receive a text when your security cameras detect motion.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">43. Create a “Cat” scene, which will temporarily disarm your security system and trigger outdoor lights for the feline’s nighttime sojourns outside.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">44. Program the lights (including in the master shower) to flash three times when an exterior door opens.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">45. If there’s a security breach, program every light in the house to illuminate to 100%. Simultaneously, the front door automatically locks, the motorized shades open, and every TV displays views from all surveillance cameras. </span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">46. Program strategically placed surveillance cameras to stream security video to select TVs and touch screens when instructed to do so.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">47. “Mockupancy” scenes – lighting that is automated to make the house appear occupied when you’re away on a trip.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">48. Are you away, but want to give a guest access to your home? Create temporary access codes for your guests, which they can punch into your home’s smart locks, notifying you of their arrival.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">49. Create personalized entry codes for individual family members.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">50. Set a timer that closes the garage door automatically if it is left open for longer than 10 minutes. A motion sensor can be used to keep the door open when you’re working in the garage.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">51. Driveway motion sensor – when motion is sensed, cameras go to home position and start recording, outside lights ramp up, and text message alerts are sent to smart devices.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">52. Forget to lock your doors? – Program the doors to auto-lock three minutes after the garage door closes when you leave for work. </span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">53. When the back door to the garage opens, turn on the inside garage lights if natural lighting is below 50%. </span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">54. When the garage door is closed, and the motion sensor to the garage zone doesn’t detect motion, dim lights to zero over 10 seconds, and lock the back door.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><img alt="" class="pyro-image alignment-none" data-pyroimage="true" src="https://www.control4.com/files/large/253a63422177487" style="border: 0px; box-sizing: border-box; margin: 0px; max-width: 100%; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span style="box-sizing: border-box; font-weight: 700; margin: 0px; padding: 0px; position: relative;">EVERYDAY ALERTS AND NOTIFICATIONS</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">55. Install a contact sensor in the mailbox. When mail gets delivered, the AOL theme “you’ve got mail” plays throughout the home, the LEDs on the lighting turn red, and text messages are delivered to smart devices.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">56. Receive a text alert when a garage door is left open.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">57. Receive an automatic text alert for a problematic event, such as a pipe leak in the basement.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">58. Need to be reminded to take out the trash? Program a notification to appear on every touchscreen and mobile device at the same time once a week.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">59. Get a notification on your smart device when the oven has preheated.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">60. Instead of waiting up for teenagers to come home, automate your lights to turn on in your bedroom when they come through the front door. You can also set it up so that your phone notifies you when the door is locked again.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">61. Get a text message or push notification when the kids get home from school.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">62. Get notified when the liquor cabinet has been opened.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">63. Receive a notification when motion has been detected in a specific room (such as your home office or the wine cellar).</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">64. Receive email or text notification reminders when it’s time to take medication.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">65. Reminder notifications for HVAC filter, Central Vacuum yearly filter, etc.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span style="box-sizing: border-box; font-weight: 700; margin: 0px; padding: 0px; position: relative;">LUXURIOUS AUTOMATION IDEAS FOR DAILY LIFE</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">66. A keypad on your wall by your entry that starts music streaming or your favorite TV station in the kitchen when you arrive, all with one touch of a button.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">67. Create a customized scene when a specific door lock code is pressed. For example, if a family member’s door lock code is pressed, turn on a favorite TV channel and set volume automatically to 50%.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">68. Heated towel racks that kick in at a set time for those early morning showers.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">69. Floor heating based on outdoor temperature: Put a remote temperature sensor in the attic of the garage. Between 4 am & 9 am, if the garage temp is below 40 degrees, turn on master bath floor switch (heat), set to automatically turn off at 9am. </span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><img alt="" class="pyro-image alignment-none" data-pyroimage="true" src="https://www.control4.com/files/large/a5e581db0d4b0f4" style="border: 0px; box-sizing: border-box; margin: 0px; max-width: 100%; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span style="box-sizing: border-box; font-weight: 700; margin: 0px; padding: 0px; position: relative;">CLIMATE CONTROL IDEAS</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">70. Program shades and drapes to open and close automatically based on the position of the sun and home occupancy.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">71. “Wakeup” scene that opens the curtains, gradually raises lighting over five minutes and sets the temperature to your preferred level.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">72. Automatically turn down heat when you leave for work in the morning.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">73. Light the fireplace using your smartphone or tablet without leaving the couch.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">74. An “Exercise” scene that lowers the temperature for a workout, even turning a TV to a favorite station or starting a customized music playlist.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span style="box-sizing: border-box; font-weight: 700; margin: 0px; padding: 0px; position: relative;">ENERGY-FRIENDLY AUTOMATION IDEAS </span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">75. Implement an energy management system that continually monitors the current energy production of your home’s solar panels.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">76. Measure your entire home’s energy consumption, circuit by circuit, automatically with your home automation system.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">77. Automate your home’s lights to never be at full brightness.</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">78. Set sprinklers and lawn systems to respond automatically to weather conditions (so you’re not watering the lawn on rainy days).</span><br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /> <br style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;" /><span style="box-sizing: border-box; font-weight: 700; margin: 0px; padding: 0px; position: relative;">BONUS: 5 VOICE-CONTROL IDEAS</span></p><ol style="background-color: white; box-sizing: border-box; font-family: Montserrat, Gotham, Arial, sans-serif; font-size: 15px; margin: 0px; padding: 0px; position: relative;"><li style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;"><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">“Hey Google, good morning” brings lights up gradually, starts a mellow playlist, turns on kitchen lights. Now you’re ready to start the day!</span></li><li style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;"><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">“Alexa, turn on party time” drops disco ball from the ceiling, starts up LED color changing lights, turns your favorite party playlist up at max volume.</span></li><li style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;"><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">Queue the movie, even when the remote is lost in the couch cushions. A voice command can start up the Blu-ray player, dim the lights to 30%, draw the shades, and set the perfect ambiance for enjoying movies!</span></li><li style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;"><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">Need a few more minutes of sleep? “Echo, turn on Sleep In” can close all the shades, lock the doors, start a relaxing playlist, and help you get that extra hour of beauty rest.</span></li><li style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;"><span data-preserver-spaces="true" style="box-sizing: border-box; margin: 0px; padding: 0px; position: relative;">In a hurry? “OK Google, time to go.” flashes the lights in the kids' rooms, blasts an annoying fog horn noise, and lets them know that it’s time to get their shoes on. Now.</span></li></ol><p style="background-color: white; box-sizing: border-box; font-family: Montserrat, Gotham, Arial, sans-serif; font-size: 15px; margin: 0px 0px 25px; padding: 0px; position: relative;"><img alt="" class="pyro-image alignment-none" data-pyroimage="true" src="https://www.control4.com/files/large/aead095708528f9" style="border: 0px; box-sizing: border-box; margin: 0px; max-width: 100%; padding: 0px; position: relative;" /></p><p style="background-color: white; box-sizing: border-box; font-family: Montserrat, Gotham, Arial, sans-serif; font-size: 15px; margin: 0px 0px 25px; padding: 0px; position: relative;"><span style="box-sizing: border-box; font-size: 28px; font-weight: 700; margin: 0px; padding: 0px; position: relative; text-align: center;">Make your home an intelligent one. Learn more by leaving your info <a href="https://vibrant9.com/contact.html">here</a>.</span></p><p style="background-color: white; box-sizing: border-box; font-family: Montserrat, Gotham, Arial, sans-serif; font-size: 15px; margin: 0px 0px 25px; padding: 0px; position: relative;"><br /></p><p style="background-color: white; box-sizing: border-box; font-family: Montserrat, Gotham, Arial, sans-serif; font-size: 15px; margin: 0px 0px 25px; padding: 0px; position: relative;"><br /></p>Vibrant9http://www.blogger.com/profile/07613702207333887671noreply@blogger.com11tag:blogger.com,1999:blog-2377711210223534457.post-7190912460838513962020-12-19T17:52:00.005-08:002020-12-19T17:52:58.039-08:00Five reasons to use cloud virtual desktops to support the hybrid workforce<p><span style="-webkit-text-size-adjust: 100%; caret-color: rgb(51, 51, 51); color: #333333; font-family: Verdana, Helvetica, Arial, sans-serif; font-size: 1.1em;">The transition to remote work has boosted interest in virtual desktop infrastructure (VDI) to provide a better and more secure experience.</span></p><div class="entry-content" style="-webkit-text-size-adjust: 100%; caret-color: rgb(51, 51, 51); color: #333333; font-family: Verdana, Helvetica, Arial, sans-serif; font-size: 1.1em; line-height: 1.666em; margin-bottom: 0px; padding-right: 10px; word-wrap: break-word;"><p style="margin: 0px 0px 10px;">When the pandemic began, the priority was to ensure business continuity, said Gabe Knuth, Marketing Manager with VMware at a recent ITWC webinar. “Now we’re trying to figure out how to set ourselves up for the digital-first new normal,” he said. “To do so, organizations need to adopt agile technologies, such as virtual apps and desktops that seamlessly integrate into a user’s work environment.</p><p style="margin: 0px 0px 10px;">Working from home has not been without some challenges, Knuth said. Users have complained of a degraded experience with VPN. Some have connectivity challenges and security is a constant concern.</p><p style="margin: 0px 0px 10px;">“With everyone working remotely, the need for a consistent user experience regardless of workload or user location has never been more important,” said Scott Matthewson, Innovation Services Lead with Softchoice.</p><p style="margin: 0px 0px 10px;"><strong>How VDI helps prepare your organization for the future of work</strong></p><p style="margin: 0px 0px 10px;">Desktop virtualization allows users to access virtual desktops and applications from a connected device. Knuth explained that it “empowers the future-ready workforce” in five ways:</p><ol style="margin: 0px 0px 10px 25px; padding: 0px;"><li style="line-height: 20px;"><strong>Supports hybrid environments.</strong> In a 2019 VMware survey, 91 per cent of users said that hybrid is a nice to have or a must-have capability. Seventy-seven per cent expect multi-cloud to be part of their environment. VDI allows organizations to deploy desktops from anywhere, whether it is on-premises or in the cloud, said Knuth. “And you can manage it all from a single pane of glass,” he said. “You don’t have to manage separate silos of desktops and apps, wherever they happen to be.”</li></ol><ol start="2" style="margin: 0px 0px 10px 25px; padding: 0px;"><li style="line-height: 20px;"><strong>Simplifies management.</strong> A virtual desktop service allows admins to package and deploy an application to any environment one time, as well as enforce user settings across platforms, said Knuth. Another big advantage is that it can allow remote access to corporate resources very quickly. “We had one customer that needed to spin up 35,000 desktops and we were able to help them do that in just five days,” said Knuth. A business analysis estimates the savings in support and administrative efficiency to be $216,000 over three years.</li></ol><ol start="3" style="margin: 0px 0px 10px 25px; padding: 0px;"><li style="line-height: 20px;"><strong>Improves end-to-end security</strong>. VDI uses built-in security to provide security across the infrastructure. It stores the data in the cloud instead of on local desktops.</li></ol><ol start="4" style="margin: 0px 0px 10px 25px; padding: 0px;"><li style="line-height: 20px;"><strong>Serves as a trusted digital foundation for a modern architecture</strong>. A VDI service can adapt and integrate easily with an organization’s existing active directory or with other identity providers.</li></ol><ol start="5" style="margin: 0px 0px 10px 25px; padding: 0px;"><li style="line-height: 20px;"><strong>Enhances user experience.</strong> The improvement in user experience is the most important advantage, said Knuth. “We want the users to be able to work from anywhere and on any device,” he said. “We want their productivity to stay the same, even though they may be working from home.” VDI supports real-time audio and video for applications like Zoom and Microsoft Teams. It has adaptive protocols that adjust to changing network conditions that impact latency. “So, when the kids fire up Netflix on their iPads, the experience of the end users will be maintained. The ultimate goal is to make sure the user experience is as close to local or better.”</li></ol></div>Vibrant9http://www.blogger.com/profile/07613702207333887671noreply@blogger.com0tag:blogger.com,1999:blog-2377711210223534457.post-38367995669734603832020-09-16T08:49:00.003-07:002020-09-16T08:50:05.310-07:00Save on data center operating cost and move to cloud<p> </p><h2 style="-webkit-font-smoothing: antialiased; background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 30px; line-height: 1.1; margin-bottom: 20px; margin-top: 20px;">The cost of running a traditional data center</h2><p style="background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 17px; line-height: 28px; margin: 0px 0px 10px; overflow: hidden;">Although each data center is a little different, the average cost per year to operate a large data center is usually between $10 million to $25 million.</p><ul class="level-one" style="background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 16px; margin-bottom: 10px; margin-top: 0px; outline: none; padding: 0px 0px 0px 25px;"><li style="box-sizing: border-box; font-size: 17px; line-height: 28px; margin-bottom: 20px; outline: none; padding-left: 5px; position: relative;"><p class="first-para" style="box-sizing: border-box; line-height: 28px; margin: 0px 0px 10px; outline: none; overflow: visible;"><span style="box-sizing: border-box; font-weight: 700;">42 percent:</span> Hardware, software, disaster recovery arrangements, uninterrupted power supplies, and networking. (Costs are spread over time, <i style="box-sizing: border-box;">amortized,</i> because they are a combination of capital expenditures and regular payments.)</p></li><li style="box-sizing: border-box; font-size: 17px; line-height: 28px; margin-bottom: 20px; padding-left: 5px; position: relative;"><p class="first-para" style="box-sizing: border-box; line-height: 28px; margin: 0px 0px 10px; overflow: visible;"><span style="box-sizing: border-box; font-weight: 700;">58 percent:</span> Heating, air conditioning, property and sales taxes, and labor costs. (In fact, as much as 40 percent of annual costs are labor alone.)</p></li></ul><p style="background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 17px; line-height: 28px; margin: 0px 0px 10px; overflow: hidden;">The reality of the traditional data center is further complicated because most of the costs maintain existing (and sometimes aging) applications and infrastructure. Some estimates show 80 percent of spending on maintenance.</p><ul class="level-one" style="background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 16px; margin-bottom: 10px; margin-top: 0px; padding: 0px 0px 0px 25px;"><li style="box-sizing: border-box; font-size: 17px; line-height: 28px; margin-bottom: 20px; padding-left: 5px; position: relative;"><p class="first-para" style="box-sizing: border-box; line-height: 28px; margin: 0px 0px 10px; overflow: visible;">Most data centers run a lot of different applications and have a wide variety of workloads.</p></li><li style="box-sizing: border-box; font-size: 17px; line-height: 28px; margin-bottom: 20px; padding-left: 5px; position: relative;"><p class="first-para" style="box-sizing: border-box; line-height: 28px; margin: 0px 0px 10px; overflow: visible;">Many of the most important applications running in data centers are actually used by only a relatively few employees.</p></li><li style="box-sizing: border-box; font-size: 17px; line-height: 28px; margin-bottom: 20px; padding-left: 5px; position: relative;"><p class="first-para" style="box-sizing: border-box; line-height: 28px; margin: 0px 0px 10px; overflow: visible;">Some applications that run on older systems are taken off the market (no longer sold) but are still necessary for business.</p></li></ul><p style="background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 17px; line-height: 28px; margin: 0px 0px 10px; outline: none; overflow: hidden;">Because of the nature of these applications, it probably <i style="box-sizing: border-box;">wouldn’t</i> be cost effective to move these environments to the cloud.</p><h2 style="-webkit-font-smoothing: antialiased; background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 30px; line-height: 1.1; margin-bottom: 20px; margin-top: 20px;">The cost of running a cloud data center</h2><p style="background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 17px; line-height: 28px; margin: 0px 0px 10px; outline: none; overflow: hidden;"></p><div class="du-ad-region row" id="article_page_content_ad_three" style="box-sizing: border-box; font-size: 16px; margin-left: -15px; margin-right: -15px;"></div><p></p><p style="-webkit-text-stroke-width: 0px; background-color: white; box-sizing: border-box; color: black; font-family: open-sans, sans-serif; font-size: 17px; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 300; letter-spacing: normal; line-height: 28px; margin: 0px 0px 10px; orphans: 2; overflow: hidden; text-align: start; text-decoration-color: initial; text-decoration-style: initial; text-indent: 0px; text-transform: none; white-space: normal; widows: 2; word-spacing: 0px;">In this case<span> </span><i style="box-sizing: border-box;">cloud data centers</i><span> </span>means data centers with 10,000 or more servers on site, all devoted to running very few applications that are built with consistent infrastructure components (such as racks, hardware, OS, networking, and so on).</p><p style="background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 17px; line-height: 28px; margin: 0px 0px 10px; overflow: hidden;">Cloud data centers are</p><ul class="level-one" style="background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 16px; margin-bottom: 10px; margin-top: 0px; padding: 0px 0px 0px 25px;"><li style="box-sizing: border-box; font-size: 17px; line-height: 28px; margin-bottom: 20px; padding-left: 5px; position: relative;"><p class="first-para" style="box-sizing: border-box; line-height: 28px; margin: 0px 0px 10px; overflow: visible;">Constructed for a different purpose.</p></li><li style="box-sizing: border-box; font-size: 17px; line-height: 28px; margin-bottom: 20px; padding-left: 5px; position: relative;"><p class="first-para" style="box-sizing: border-box; line-height: 28px; margin: 0px 0px 10px; overflow: visible;">Created at a different time than the traditional data center.</p></li><li style="box-sizing: border-box; font-size: 17px; line-height: 28px; margin-bottom: 20px; padding-left: 5px; position: relative;"><p class="first-para" style="box-sizing: border-box; line-height: 28px; margin: 0px 0px 10px; overflow: visible;">Built to a different scale.</p><div class="du-ad-region row" id="article_page_content_ad_four" style="box-sizing: border-box; margin-left: -15px; margin-right: -15px;"><div class="du-ad-unit col-md-12" data-refreshed="false" data-slot-id="article_page_content_ad_four" data-target="[{"key":"cat","values":["Work","Programming","Cloud Computing"]},{"key":"isbn","values":["1119546656"]}]" id="du-slot-5f62307c2c451" style="box-sizing: border-box; float: left; min-height: 1px; padding-left: 15px; padding-right: 15px; position: relative; width: 727px;"></div></div></li><li style="box-sizing: border-box; font-size: 17px; line-height: 28px; margin-bottom: 20px; padding-left: 5px; position: relative;"><p class="first-para" style="box-sizing: border-box; line-height: 28px; margin: 0px 0px 10px; overflow: visible;">Not constrained by the same limitations.</p></li><li style="box-sizing: border-box; font-size: 17px; line-height: 28px; margin-bottom: 20px; padding-left: 5px; position: relative;"><p class="first-para" style="box-sizing: border-box; line-height: 28px; margin: 0px 0px 10px; overflow: visible;">Perform different workloads than traditional data centers.</p></li></ul><p style="background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 17px; line-height: 28px; margin: 0px 0px 10px; overflow: hidden;">Because of this design approach, the economics of a cloud data center are significantly different.</p><p style="background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 17px; line-height: 28px; margin: 0px 0px 10px; overflow: hidden;">Estimates for how much it costs to build a cloud data center include three cost factors:</p><ul class="level-one" style="background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 16px; margin-bottom: 10px; margin-top: 0px; padding: 0px 0px 0px 25px;"><li style="box-sizing: border-box; font-size: 17px; line-height: 28px; margin-bottom: 20px; padding-left: 5px; position: relative;"><p class="first-para" style="box-sizing: border-box; line-height: 28px; margin: 0px 0px 10px; overflow: visible;"><span style="box-sizing: border-box; font-weight: 700;">Labor </span>costs are 6 percent of the total costs of operating the cloud data center.</p></li><li style="box-sizing: border-box; font-size: 17px; line-height: 28px; margin-bottom: 20px; padding-left: 5px; position: relative;"><p class="first-para" style="box-sizing: border-box; line-height: 28px; margin: 0px 0px 10px; overflow: visible;"><span style="box-sizing: border-box; font-weight: 700;">Power distribution</span> <span style="box-sizing: border-box; font-weight: 700;">and cooling</span> are 20 percent.</p></li><li style="box-sizing: border-box; font-size: 17px; line-height: 28px; margin-bottom: 20px; padding-left: 5px; position: relative;"><p class="first-para" style="box-sizing: border-box; line-height: 28px; margin: 0px 0px 10px; overflow: visible;"><span style="box-sizing: border-box; font-weight: 700;">Computing</span> costs are 48 percent.</p></li></ul><p style="background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 17px; line-height: 28px; margin: 0px 0px 10px; outline: none; overflow: hidden;">Of course, the cloud data center has some different costs than the traditional data center (such as buying land and construction).</p><p style="background-color: white; box-sizing: border-box; font-family: open-sans, sans-serif; font-size: 17px; line-height: 28px; margin: 0px 0px 10px; outline: none; overflow: hidden;"><br /></p>Vibrant9http://www.blogger.com/profile/07613702207333887671noreply@blogger.com0tag:blogger.com,1999:blog-2377711210223534457.post-55717542177803136362020-07-28T07:26:00.001-07:002020-07-28T07:27:12.465-07:00Migrating to cloud increases productivity and lowers IT costs for SMB<p class="takeaway" style="background-color: white; clear: both; color: #778596; font-family: "Proxima Nova", sans-serif; font-size: 24px; line-height: 1.4; margin: 0px 0px 20px; padding: 0px;">Interviews with nine companies examined the impact on revenue as well as how long it took to recoup the investment in the cloud platform.</p><div class="content" data-component="lazyloadImages" style="background-color: white; color: #333333; font-family: "Proxima Nova", sans-serif; margin: 20px 0px 30px; padding: 0px;"><figure class="image pull-none image-large" style="clear: both; font-size: 18px; margin: 0px auto 20px; max-width: 770px; padding: 0px; position: relative; width: 770px;"><a data-component="modalEnlargeImage" data-credit="Image: IDC" data-headline="<p>IDC interviewed nine small- and medium-sized companies using Google Cloud Platform to understand how the cloud provider influences business agility, efficiency, and productivity.&nbsp;</p>" href="https://tr2.cbsistatic.com/hub/i/r/2020/07/07/79f2c100-888e-4c3f-8836-d38736bd6b3c/resize/770x/b02b8e7bcf8a5376a3e7574e0abfa072/idc-googlecloudreport-2.jpg" rel="noopener noreferrer nofollow" style="color: #3289c8; cursor: pointer; margin: 0px; padding: 0px; text-decoration-line: none;" target="_blank"><span class="img aspect-set " style="display: block; height: 0px; margin: 0px; padding: 0px 0px 400.391px; position: relative; width: 770px;"><img alt="idc-googlecloudreport-2.jpg" class="" src="https://tr2.cbsistatic.com/hub/i/r/2020/07/07/79f2c100-888e-4c3f-8836-d38736bd6b3c/resize/770x/b02b8e7bcf8a5376a3e7574e0abfa072/idc-googlecloudreport-2.jpg" style="border: 0px; display: block; left: 0px; margin: 0px auto; max-width: 100%; opacity: 1; padding: 0px; position: absolute; top: 0px; transition: opacity 0.5s ease 0.2s; width: 770px;" width="770" /></span></a><figcaption style="color: #778596; font-size: 14px; margin: 10px 0px 0px; padding: 0px; text-align: center;"><div class="caption" style="margin: 0px; padding: 0px;"><p style="margin: 0px; padding: 0px;">IDC interviewed nine small- and medium-sized companies using Google Cloud Platform to understand how the cloud provider influences business agility, efficiency, and productivity. </p></div><div class="credit" style="margin: 0px; padding: 0px;">Image: IDC</div></figcaption></figure><div data-shortcode="" style="font-size: 18px; margin: 0px; padding: 0px;"></div><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;"><br />IDC analysts Shari Lava and Matthew Marden shared the findings in the new report, "<a data-component="externalLink" href="https://cloud.google.com/resources/idc-business-value-whitepaper" rel="noopener noreferrer" style="color: #3289c8; cursor: pointer; margin: 0px; padding: 0px; text-decoration-line: none;" target="_blank">The Business Value of Improved Performance and Efficiency with Google Cloud Platform</a>." The report was sponsored by Google Cloud. Developers, analysts, and IT teams are more efficient when working on Google Cloud Platform, according to a new analysis by IDC. The researchers interviewed nine small and midsize businesses to determine the impact of the cloud platform on IT costs, productivity, and business agility.</p><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">This increased productivity and efficiency helped the companies take advantage of new business opportunities and increase revenue as well. </p><div class="sharethrough-article" data-component="medusaContentRecommendation" data-medusa-content-recommendation-options="{"promo":"promo_TR_recommendation_sharethrough_top_in_article_desktop","spot":"dfp-in-article"}" style="clear: both; float: left; font-size: 18px; margin: 0px; padding: 0px; width: 770px;"></div><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">Other findings include:</p><ul style="font-size: 18px; margin: 0px 0px 20px 25px; padding: 0px;"><li style="margin: 0px; padding: 0px;">16% higher revenue per organization per year</li><li style="margin: 0px; padding: 0px;">19% higher developer productivity</li><li style="margin: 0px; padding: 0px;">26% lower IT infrastructure costs</li></ul><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">This study included interviews with nine SMBs running most of their business workloads on Google Cloud Platform. On average, the companies have 87 employees and annual revenue of $10.5 million. The interviewed businesses have IT teams with 34 staff members on average, most of whom are focused on development efforts. Seven of the nine companies interviewed for the study shared their observations in the report, including:</p><ul style="font-size: 18px; margin: 0px 0px 20px 25px; padding: 0px;"><li style="margin: 0px; padding: 0px;">Albo: Digital banking</li><li style="margin: 0px; padding: 0px;">Gesto: Artificial intelligence and gesture recognition</li><li style="margin: 0px; padding: 0px;">Grasshopper: Digital banking</li><li style="margin: 0px; padding: 0px;">idwall: Identity management</li><li style="margin: 0px; padding: 0px;">Logically: Artificial intelligence and information overload</li><li style="margin: 0px; padding: 0px;">SoundCommerce: E-commerce data analysis</li><li style="margin: 0px; padding: 0px;">WatchRX: Wearable for older adults </li></ul><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">The companies were based in Brazil, the US, Mexico, the United Kingdom, Australia, and Singapore that covered financial services, software, IT services, digital health, insurance, and technology.</p><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">Here are the details of how the companies used Google Cloud to boost efficiency and agility.</p><h2 style="color: inherit; font-family: inherit; font-size: 24px; letter-spacing: -0.02em; line-height: 1.4; margin: 20px 0px 10px; padding: 0px; text-rendering: optimizelegibility;">Increasing efficiency on the dev team </h2><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">The IDC analysts found that businesses using Google Cloud Platform had these benefits in the development life cycle:</p><ul style="font-size: 18px; margin: 0px 0px 20px 25px; padding: 0px;"><li style="margin: 0px; padding: 0px;">21% faster deployments for new applications</li><li style="margin: 0px; padding: 0px;">34% faster for new features</li></ul><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">The businesses in the report also were able to release more new features each year, going from an average of 86 features before using Google Cloud to 166 after switching to that platform.</p><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">The report authors said that these improvements reflect increased value for SMB development teams:<br style="margin: 0px; padding: 0px;" />"For small and medium-sized businesses, it is essential that they maximize the value of these teams as they are closely linked to their ability to serve customers and their other employees, as well as compete against larger companies with more resources."</p><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">IDC found that the companies interviewed for the report had an increase in productivity for their development teams of 19%, which represents the equivalent of more than four additional development team members.</p><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">Several companies interviewed for the report said that using the Google Cloud Platform made it easier to implement more DevOps approaches to software development.</p><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">T-Kiang Tan, the chief investment officer at Grasshopper, said in the report that Google Cloud has allowed developers and researchers to be more responsive to business needs and spend less time on infrastructure issues.</p><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">"For developers, having the infrastructure available to them makes it easier for them to experiment because they don't have to worry about capacity," Tan said. "They're around 20% more productive." </p><h2 style="color: inherit; font-family: inherit; font-size: 24px; letter-spacing: -0.02em; line-height: 1.4; margin: 20px 0px 10px; padding: 0px; text-rendering: optimizelegibility;">Faster response to new customer demands</h2><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">They are realizing higher revenue by better addressing business opportunities and enabling faster delivery of new applications and services. Interviewed companies are competing to gain a foothold or expand their businesses in competitive markets in which they must be able to seamlessly deliver products and services to their customers.</p><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">Gabriel Prado, the chief technology at idwall, said in the report that Google Cloud allows his company to make decisions in real time because there is no lag in collecting information.</p><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">In addition to benefiting tech teams, the researchers found that end users saw benefits as well with a 53% higher level of productivity for analytics teams. </p><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">"We used to spend a lot of time correcting data, so the data platform with Google has been a big improvement," Prado said. </p><h2 style="color: inherit; font-family: inherit; font-size: 24px; letter-spacing: -0.02em; line-height: 1.4; margin: 20px 0px 10px; padding: 0px; text-rendering: optimizelegibility;">Lower infrastructure costs</h2><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">The report found that IT infrastructure costs were 26% lower among the nine companies in the survey. Several study participants listed automated patching, the use of prefigured virtual machines, and autoscaling with Kubernetes Engine as key tools in optimizing IT infrastructure costs. </p><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">Also, Roberto Gaziola Junior, chief technology officer at GESTO, said in the report that Google Cloud's serverless features are cheaper than the other cloud platforms the company considered.</p><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">"We run and then destroy virtual machines on a regular basis, so serverless saves us money," he said. </p><h2 style="color: inherit; font-family: inherit; font-size: 24px; letter-spacing: -0.02em; line-height: 1.4; margin: 20px 0px 10px; padding: 0px; text-rendering: optimizelegibility;">ROI analysis </h2><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">Although many companies deal with <a href="https://www.techrepublic.com/article/manual-processes-stall-cloud-migration-projects/" style="color: #3289c8; cursor: pointer; margin: 0px; padding: 0px; text-decoration-line: none;">stalled cloud projects</a> and <a href="https://www.techrepublic.com/article/moving-to-the-cloud-too-fast-wastes-time-and-effort/" style="color: #3289c8; cursor: pointer; margin: 0px; padding: 0px; text-decoration-line: none;">spend more than anticipated</a>, IDC found that the companies in this report achieved a three-year ROI of 222% and broke even on their cloud investment in eight months.</p><p style="font-size: 18px; margin: 0px 0px 20px; padding: 0px;">IDC analysts used a three-step process to calculate the ROI and payback period: </p><ol style="font-size: 18px; margin: 0px 0px 20px 25px; padding: 0px;"><li style="margin: 0px; padding: 0px;">Gathered quantitative benefit information during the interviews using a before-and-after assessment of the impact of using Google Cloud Platform.</li><li style="margin: 0px; padding: 0px;">Conducted a three-year total cost analysis profile based on the interviews, which included additional costs related to migrations, planning, consulting, and staff or user training.<br style="margin: 0px; padding: 0px;" /></li><li style="margin: 0px; padding: 0px;">Calculated the ROI and payback period via a depreciated cash flow analysis of the benefits and investments for the organizations' use of Google Cloud Platform over a three-year period.</li></ol><div><i><font size="2">Source: <a href="https://www.techrepublic.com/article/smb-study-finds-google-cloud-increases-productivity-and-lowers-it-costs/">https://www.techrepublic.com/article/smb-study-finds-google-cloud-increases-productivity-and-lowers-it-costs/</a> <span style="color: #778596;">by </span><a class="author" data-omniture-track-data="{"moduleInfo": "byline-author-page"}" data-omniture-track="moduleClick" href="https://www.techrepublic.com/meet-the-team/us/veronica-combs/" rel="author" style="color: #333333; cursor: pointer; display: inline-block; font-weight: bold; margin: 0px; padding: 0px; text-decoration-line: none;">Veronica Combs</a></font></i></div></div>Vibrant9http://www.blogger.com/profile/07613702207333887671noreply@blogger.com0tag:blogger.com,1999:blog-2377711210223534457.post-17305480648423011452020-07-05T15:08:00.001-07:002020-07-05T15:08:45.952-07:00Need of Security for Serverless Architectures<div dir="ltr" style="text-align: left;" trbidi="on">
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<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">Serverless
architectures (also referred to as “FaaS” - Function as a Service) enable
organizations to build and deploy software and services without maintaining or
provisioning any physical or virtual servers. Applications built using
serverless architectures are suitable for a wide range of services, and can scale
elastically as cloud workloads grow while also helping developers
concentrate on writing business logic without having to manage the hosting and
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<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">A serverless
architecture can be used to solve many different problems and use cases, for
example as a backend service for a Web Application. Indeed, serverless
applications are becoming very popular. However, serverless has some unique
security issues. In this article, we’ll explore a few security challenges from
injection attacks, and discuss the best practices to resolve them.</span></span></div>
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<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">The following image,
demonstrates the shared security responsibilities model, adapted to serverless
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/></span></div>
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<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">In serverless architectures, the serverless provider is responsible for securing the data center, network, servers, operating systems and their configurations. However, application logic, code, data and application-layer configurations still need to be robust and resilient to attacks, which is the responsibility of application owners.</span></span></div>
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<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">The comfort and elegance of serverless architectures is not without its
drawbacks.</span></span></div>
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<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">Below are the Serverless Architectures Security Top 10 List
where SAS-1 indicates the most critical risk, and SAS-10 the least
critical risk:</span></span></div>
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<b style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">SAS-1: Function Event Data Injection</span></b></div>
<span style="font-size: 13pt;"><div style="text-align: justify;">
<span style="font-family: Arial, Helvetica, sans-serif;"><span style="font-size: 13pt;">Serverless functions can consume input from each type of event source,
and such event input might include different message formats, depending on the
type of event and its source. </span><span style="font-size: 13pt;">In the context of serverless architectures, function event-data
injections are not strictly limited to direct user input, such as input from a
web API call. </span><span style="font-size: 13pt;">The various parts of these event messages can
contain attacker-controlled or otherwise dangerous inputs.</span></span></div>
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<b style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">SAS-2: Broken Authentication</span></b></div>
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<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">A weak authentication implementation might enable an attacker to bypass
application logic and manipulate its flow, potentially executing functions and
performing actions that were not supposed to be exposed to unauthenticated users.</span></span></div>
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<b style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">SAS-3: Insecure Serverless Deployment Configuration</span></b></div>
<span style="font-size: 13pt;"><div style="text-align: justify;">
<span style="font-family: Arial, Helvetica, sans-serif;"><span style="font-size: 13pt;">One extremely common weakness that affects many applications that use
cloud-based storage is incorrectly configured cloud storage
authentication and/or authorization. </span><span style="font-size: 13pt;">Since one of the recommended best practice designs for serverless
architectures is to make functions stateless, many applications built for
serverless architectures rely on cloud storage infrastructure to store and
persist data between executions. With insecure cloud storage configurations,
sensitive confidential corporate information to unauthorized users can be
exposed. </span></span></div>
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<b style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">SAS-4: Over-Privileged Function Permissions & Roles</span></b></div>
<span style="font-size: 13pt;"><div style="text-align: justify;">
<span style="font-family: Arial, Helvetica, sans-serif;"><span style="font-size: 13pt;">Serverless applications should always follow the principle of "</span><a href="https://www.us-cert.gov/bsi/articles/knowledge/principles/least-privilege" style="font-size: 13pt;">least privilege</a><span style="font-size: 13pt;">". This means that a
serverless function should be given only those privileges, which are essential
in order to perform its intended logic. </span><span style="font-size: 13pt;">In a system where all functions share the same set of over-privileged
permissions, a vulnerability in a single function can eventually escalate into
a system-wide security catastrophe.</span></span></div>
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<b style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">SAS-5: Inadequate Function Monitoring and Logging</span></b></div>
<span style="font-size: 13pt;"><div style="text-align: justify;">
<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">While many serverless architecture vendors provide extremely capable
logging facilities, these logs in their basic/out-of-the-box configuration, are
not always suitable for the purpose of providing a full security event audit
trail. In order to achieve adequate real-time security event monitoring with
proper audit trail, serverless developers and their DevOps teams are required
to stitch together logging logic that will fit their organizational needs.</span></span></div>
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<b style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">SAS-6: Insecure 3rd Party Dependencies</span></b></div>
<span style="font-size: 13pt;"><div style="text-align: justify;">
<span style="font-family: Arial, Helvetica, sans-serif;"><span style="font-size: 13pt;">Oftentimes, in order to perform a single discrete task, the serverless
function will be required to depend on third party software packages, open
source libraries and even consume 3rd party remote web services through API
calls which can </span><span style="font-size: 13pt;">become vulnerable when importing code from a vulnerable 3rd party
dependency.</span></span></div>
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<b style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">SAS-7: Insecure Application Secrets Storage</span></b></div>
<span style="font-size: 13pt;"><div style="text-align: justify;">
<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">As applications grow in size and complexity, there is a need to store
and maintain "application secrets". Storing these secrets in plain
text as environmental variables is also a common mistake where environment variables
can leak and reach the wrong hands.</span></span></div>
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<b style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">SAS-8: Denial of Service & Financial Resource Exhaustion</span></b></div>
<span style="font-size: 13pt;"><div style="text-align: justify;">
<span style="font-family: Arial, Helvetica, sans-serif;"><span style="font-size: 13pt;">While serverless architectures bring a promise of automated scalability
and high availability, they do impose some limitations and issues which require
attention. W</span><span style="font-size: 13pt;">e have seen a dramatic increase in the frequency and volume of Denial
of Service (DoS) attacks. Such attacks became one of the primary risks facing
almost every company exposed to the Internet.</span></span></div>
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<b style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">SAS-9: Serverless Function Execution Flow Manipulation</span></b></div>
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<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">Manipulation of application flow may help attackers to subvert
application logic. Using this technique, an attacker may sometimes bypass
access controls, elevate user privileges or even mount a Denial of Service
attack.</span></span></div>
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<b style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">SAS-10: Improper Exception Handling and Verbose Error Messages</span></b></div>
<span style="font-size: 13pt; line-height: 115%;"><div style="text-align: justify;">
<span style="font-family: Arial, Helvetica, sans-serif;"><span style="font-size: 13pt; line-height: 115%;">Some developers adopt the use of verbose error messages, enable
debugging environment variables and eventually forget to clean the code when
moving it to the production environment. V</span><span style="font-size: 13pt;">erbose error messages such as stack traces or syntax errors, which are
exposed to end users, may reveal details about the internal logic of the
serverless function, and in turn reveal potential weaknesses, flaws or even leak
sensitive data.</span></span></div>
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<b><div style="text-align: justify;">
<b><span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">For all
Internet-facing applications, robust security is essential.</span></span></b></div>
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<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">As many organizations
are still exploring serverless architectures, or just making their first steps
in the serverless world, we believe that securing them is critical for their
success in building robust, secure, and reliable applications. We believe it
is essential to scrub all HTTP/S traffic using a unified cloud-based platform
that includes a next-generation WAF, DDoS protection, advanced bot
management and mitigation, API security, and much more.<o:p></o:p></span></span></div>
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<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">However, serverless
architectures raise an additional question. What about events that can trigger
functions directly? For example, let’s say a Lambda function is written that
will process files which are uploaded to an S3 bucket. In this case, protection
is not provided, and malicious user activity could result in a security
compromise because the event data does not pass through the WAF for processing.<o:p></o:p></span></span></div>
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<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">In cases like these,
a small amount of effort can provide large security dividends. Although it is
convenient to allow users to trigger functions when they utilize backend
services, a more optimal approach is to structure functions so that user inputs
always pass through the Web Application Firewall (WAF) to examine the results
of all events, and defeat injection attempts.<o:p></o:p></span></span></div>
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<span style="font-size: 13pt;"><span style="font-family: Arial, Helvetica, sans-serif;">Taking this approach
offers significant leverage. A modest effort creates a large payoff—a more
robust security profile.<o:p></o:p></span></span></div>
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Ankit Guptahttp://www.blogger.com/profile/09463191712388784468noreply@blogger.com0tag:blogger.com,1999:blog-2377711210223534457.post-48333435150080275692020-05-27T09:04:00.001-07:002020-05-27T09:06:22.487-07:00Is Your Business Really Protected or is it Home Alone: Prevent, Detect, and Respond for True Security<h1 style="-webkit-tap-highlight-color: rgba(0, 0, 0, 0.25); background-color: white; box-sizing: border-box; font-family: acumin-pro, sans-serif; font-size: 32px; font-weight: 300; line-height: 41.6px; margin: 0px 0px 10px; outline: 0px; width: 825px; z-index: initial;"><p class="MsoNormal"><a name="_GoBack"></a></p><p class="MsoNormal"><a name="_GoBack"></a><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Protecting a business’s IT infrastructure and data can be
difficult with the abundance of threats out there, the array of new data
privacy regulations, and many cybersecurity solutions to choose from. Even
today, far too many businesses still claim protection with just anti-virus and host
firewalls, when these measures are not enough to keep up with advanced threats.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Relying
on only these prevention tools is shortsighted, especially as technology and
managed services have evolved to offer a full spectrum of protection. Unless
the business owner is an IT whiz and has time to devote to cybersecurity daily,
the task of determining what they truly need to be protected can get
overwhelming quickly.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">To
help connect the dots, this article likens business protection to home security
in an analogy that aims to simplify what every business, large and small, needs
to have in place to be truly protected.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Now,
unless you are Kevin McCallister, the character from ‘Home Alone’ who can stay
ahead of the thieves’ every move while thwarting attacks with some wicked booby
traps, there is no way you are going to avoid the inevitable. Especially with
“kick-the-door-in” anti-virus and firewalls as your “protection”.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Anti-virus
and firewalls are “…what the French call les incompetents.”<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">There
are three ways to protect a home or business, and without all three in play,
you are not truly protected. These three critical areas are PREVENT, DETECT,
and RESPOND.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">In
‘Home Alone’, the thief character, disguised as a trusted police officer,
enters easily to pull information directly from the unsuspecting home owners.
His shtick is: “There’s always a lot of burglaries around the holidays…we just
want to be sure you are taking the proper precautions.” Mr. McCallister’s
reply?<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">“Oh
yeah, well we have automatic timers for our lights, locks for our doors, that’s
about as well as anybody can do these days, right?”<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">When
you think about home security, it is easy to relate to the prevent, detect, and
respond methods in action.<o:p></o:p></span></p>
<p class="MsoNormal"><img alt="" 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" /></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">In
this home security scenario those door locks and automatic lights = anti-virus
and firewall for a business. They may be under the prevent category, but what
about detect and respond? After the doors are kicked in, what’s stopping the
thief from robbing you blind (ransomware for businesses, stealing data, causing
you to lose business via network downtime), including priceless heirlooms that
can never be replaced (customer confidence and brand reputation)? If you value
your home and its contents, you can clearly see that door locks and motion
sensing exterior lights don’t do much to put you at ease.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Protect
your business like you would your own home: “This is my house, I have to defend
it.”<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Today,
people go beyond the typical automatic lights and door locks to a fully
integrated security system that can prevent attacks, but also detect and
respond to even more than theft or unwelcome entry.<o:p></o:p></span></p>
<p class="MsoNormal"><img alt="" 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" /></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">In
all threat cases in a home with full security, responders are called to contain
the damage, investigate, and offer remediation.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">The
beauty of this full-spectrum security is that you don’t need to be home 24/7 to
catch it yourself. We recognize the risks we take without this full security in
our homes.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">This
is the same for businesses, only on a much grander scale, with threats coming
from a cyber angle and far too many to hunt and catch for a small IT team
wearing multiple hats that lack a dedicated security analyst. It’s difficult
for SMBs to hire a team of highly skilled security analysts with the bandwidth
and expertise to perform continuous monitoring. It’s even harder to retain them
in the face of stiff competition for these scarce resources.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">To
top it off, small-to-medium size businesses (SMBs) are just as vulnerable, or
more so, than the large organizations. On average, each user at an SMB receives
nine malicious emails per month. (<a href="https://www.symantec.com/security-center/threat-report" target="_blank"><span style="color: #5e98cf;">Symantec ISTR</span></a>) and 58% of malware attack
victims are small businesses (<a href="https://www.verizonenterprise.com/verizon-insights-lab/dbir/" target="_blank"><span style="color: #5e98cf;">Verizon 2018 DBIR</span></a>).<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Due
to tight budgets and a cybersecurity skill shortage, SMBs are partnering with
Security Information and Event Management (SIEM) vendors to tap expertise
without ceding control. Managed Service Providers (MSPs) are in an ideal
position to save the day for SMBs that could use the expert guidance and
pricing that meets their unique needs. SIEM is a reality for SMBs thanks to Vibrant9
MSP – EventTracker Essentials. According to Gartner, co-managed security
is on the rise and expected to grow five-fold by 2020.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Perfect
prevention is not practical. EventTracker Essentials focuses on detection and
response to protect your business from advanced persistent threats that
regularly circumvent prevention mechanisms like firewall and anti-virus.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";"><o:p> </o:p></span></p>
<p class="MsoNormal"><img alt="" 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" /></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Cyber
attacks don't discriminate by size or valuation, and small businesses are
growing as the favored target of attacks. The cost of doing nothing can be
greater than the cost of protecting your business.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Here
are some important security questions to consider:<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Are
you assuming your perimeter defense is perfect? What if the attack gets past
your firewall and anti-virus?<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Are
you confident that every endpoint is always patched perfectly?<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Are
you confident that every user on your network is safe from phishing scams?<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">If an
employee’s network login credentials are compromised, how would you know?<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">If
you have a compromised O365 email account, how would you know?<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">If an
IT Admin abused their privileges, how would you know?<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">How
valuable is your sensitive company data? What risk do you face if it is lost or
held ransom?<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">What
was the last security incident in your network? How was it found? Fixed? How
long had it been in the network? What were lessons learned?<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">When
was your last audit? How easy was it to demonstrate compliance?<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">As
Kevin said, do “You guys give up, or are you thirsty for more?”<o:p></o:p></span></p>
<p class="MsoNormal"><span style="color: black; font-family: "Arial",sans-serif; font-size: 9.0pt; line-height: 107%; mso-fareast-font-family: "Times New Roman";">Whipping
paint cans at thieves or concocting an elaborate “fun house” to thwart the
enemy is not feasible at home or with business. Go beyond simple prevention
methods of the past with a true protection model that includes detect and
respond capabilities.<o:p></o:p></span></p><br /><p></p></h1>Vibrant9http://www.blogger.com/profile/07613702207333887671noreply@blogger.com3tag:blogger.com,1999:blog-2377711210223534457.post-6358708794691161792020-05-19T08:06:00.003-07:002020-05-19T08:08:25.904-07:007 reasons why your business needs to move to the cloud<br />
<section class=" content-wrapper--light" style="background-color: white; box-sizing: border-box; font-family: merriweather; font-size: 12px;"><div class="wrapper pre-content" style="box-sizing: border-box; margin: 0px auto; max-width: 1000px; padding: 44px 15px 2.6em; position: relative; width: 1000px;">
<h1 class="article-heading" style="box-sizing: border-box; clear: both; color: #333333; font-family: lato; font-size: 4em; line-height: 1.2; margin: 0px; padding: 0px 0px 19px;">
</h1>
<div class="article-intro secondary-text-colour" style="box-sizing: border-box; color: #333333; font-size: 2em; line-height: 1.4; padding: 0px;">
Many businesses have adopted cloud computing in their operations<br />
in the past few years. Cloud computing or on-demand computing as<br />
it is sometimes called refers to a system of using computer services<br />
over the internet.</div>
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<li style="box-sizing: border-box; color: white; float: left; height: 40px; margin-right: 3px; position: relative; width: auto;">COMMENT</li>
</ul>
</div>
</section><br />
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<div class="main-content main-content--with-sidebar" style="box-sizing: border-box; float: left; margin: 0px; padding: 0px 10px; width: 653.328px;">
<div class="" style="box-sizing: border-box; margin: 0px; padding: 0px;">
<br />
<article class="post-type-post post" id="post-2552054" style="box-sizing: border-box;"><div class="article__featured-image" style="box-sizing: border-box; float: none; margin: 0px; padding: 0px 0px 40px;">
<img alt=" Businesses moving to the cloud " class="my-thumb-class" src="https://s17026.pcdn.co/wp-content/uploads/sites/13/2017/07/AdobeStock_147664823.jpeg" style="box-sizing: border-box; height: auto; max-width: 100%; min-width: 100%; width: 633.328px;" title=" Businesses moving to the cloud " /></div>
<section class="article-content post-content" id="article-content" style="box-sizing: border-box;"><div style="box-sizing: border-box; color: #333333; float: right; font-size: 1.5em; line-height: 1.5; margin-bottom: 1.65em; max-width: 450px; padding: 0px; width: 450px;">
Companies spend large amounts of money developing and installing software to improve their operations. Cloud computing enables your business to access software on the internet as a service. Cloud computing is also a safe way of storing and sharing data.</div>
<div class="inpage-ad" data-origid="4" style="box-sizing: border-box; float: right; margin: 0px 0px 20px; max-width: 450px; padding: 0px; width: 450px;">
</div>
<div style="box-sizing: border-box; color: #333333; float: right; font-size: 1.5em; line-height: 1.5; margin-bottom: 1.65em; max-width: 450px; padding: 0px; width: 450px;">
Your staff can access the service at any time and from any location to complete their tasks. Cloud computing services fall into three major categories that include <a href="https://www.redpixie.com/blog/iaas-paas-saas" rel="noopener" style="box-sizing: border-box; color: rgb(154, 133, 95) !important;" target="_blank">Platform as a Service (PaaS)</a>, Infrastructure as a Service (IaaS), and Software as a Service (SaaS). You can choose any of these services depending on the needs of your business. If you are unsure about moving from the traditional way of computing, here are the top reasons why you should move your business to cloud computing.</div>
<h3 style="box-sizing: border-box; color: #457886; float: right; font-size: 1.66667em; margin: 0px; max-width: 450px; padding: 0px 0px 5px; width: 450px;">
1. Reduced costs</h3>
<div style="box-sizing: border-box; color: #333333; float: right; font-size: 1.5em; line-height: 1.5; margin-bottom: 1.65em; max-width: 450px; padding: 0px; width: 450px;">
Establishing and running a data center is expensive. You need to purchase the right equipment and hire technicians to install and manage the center. When you shift to cloud computing, you will only pay for the services procured. More interested in how the cloud can reduce cost in your business? Check out <a href="https://www.information-age.com/importance-cloud-enterprise-123471042/" style="box-sizing: border-box; color: rgb(154, 133, 95) !important;" target="_blank">the importance of the cloud to enterprise</a> then.</div>
<div style="box-sizing: border-box; color: #333333; float: right; font-size: 1.5em; line-height: 1.5; margin-bottom: 1.65em; max-width: 450px; padding: 0px; width: 450px;">
Providers charge cloud computing services based the features, storage, number of users, time, and memory space among other factors. Hence, you can choose a package that suits your budget and save <a href="https://www.skyhighnetworks.com/cloud-security-blog/11-advantages-of-cloud-computing-and-how-your-business-can-benefit-from-them/" rel="noopener" style="box-sizing: border-box; color: rgb(154, 133, 95) !important;" target="_blank">costs</a>.</div>
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2. Flexibility</h3>
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One of the major benefits of cloud computing is mobility. The service gives you and your employees the flexibility to work from any location. Employees can complete their tasks at home or from the field.</div>
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You can reduce the number of workstations in your office and allow some employees to work from home to save costs further. Cloud computing enables you to monitor the operations in your business effectively. You just need a fast internet connection to get real time updates of all operations.</div>
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3. Scalability</h3>
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The traditional way of planning for unexpected growth is to purchase and keep additional servers, storage, and licenses. It may take years before you actually use the reserve resources. Scaling cloud computing services is easy. You can get additional storage space or features whenever you need them. Your provider will simply upgrade your package within minutes as long as you meet the additional cost.</div>
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4. No need for a backup plan</h3>
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Traditional computing system require back up plans especially for data storage. A disaster can lead to permanent data loss if no backup storage is in place. Businesses do not require any such means when storing data on a cloud. The data will always be available as long as users have an internet connection. Some businesses use cloud computing services as backup and a plan for disaster recovery.</div>
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5. Data security</h3>
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Sometimes storing data on the cloud is safer than storing it on physical servers and data centers. A breach of security at your premises can lead compromised data security if laptops or computers are stolen. If you have data on the cloud, you can delete any confidential information remotely or move it to a different account. Breaching the security measures on clouding platforms is difficult. Hence, you are assured of data security. <a href="https://www.information-age.com/cyber-security-cloud-123470366/" style="box-sizing: border-box; color: rgb(154, 133, 95) !important;" target="_blank">Here’s what everyone should know about cyber security in the cloud</a>.</div>
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6. A wide range of options</h3>
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We have already mentioned the main groups of cloud computing services, that is, IaaS, PaaS, and IaaS. Each of these groups has many sub categories that vary across providers. For instance, if you are looking for software, you will have hundreds of options from different providers. You can choose the service providers with the best features and rates for the service that your business needs.</div>
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7. Improved collaboration</h3>
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Business owners are always looking for ways to boost individual and team performance. Cloud computing is among the most effective ways of improving team performance.</div>
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Staff members can easily share data and <a href="https://www.salesforce.com/uk/blog/2015/11/why-move-to-the-cloud-10-benefits-of-cloud-computing.html" rel="noopener" style="box-sizing: border-box; color: rgb(154, 133, 95) !important;" target="_blank">collaborate</a> to complete projects even from different locations. Field workers can easily share real time data and updates with those in the office. In addition, cloud computing eliminates redundant or repetitive tasks such as data re-entry.</div>
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You can improve the level of efficiency, increase productivity, and save costs by moving your business to cloud computing. The best approach is to shift the operations gradually to avoid data losses or manipulation during the shift.</div>
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Compare different service providers and their range of services to pick the right provider. Your experience and ability to enjoy the benefits outlined above depend on your choice of a service provider. Ask for referrals from other business owners or conduct a thorough background check to get the best cloud computing services.</div>
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Vibrant9http://www.blogger.com/profile/07613702207333887671noreply@blogger.com0tag:blogger.com,1999:blog-2377711210223534457.post-41265229798949272182020-04-20T09:15:00.002-07:002020-04-20T09:15:28.629-07:00New – Accelerate SAP Deployments with AWS Launch Wizard<h1 class="lb-h2 blog-post-title" property="name headline" style="box-sizing: border-box; color: #232f3e; font-family: AmazonEmberBold, "Helvetica Neue Bold", "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 2.4rem; font-weight: 500; line-height: 1.3; margin: 0px; text-rendering: optimizelegibility;">
New – Accelerate SAP Deployments with AWS Launch Wizard</h1>
<footer class="blog-post-meta" data-lb-comp-registered="true" data-lb-comp="aws-blog:share-dialog" style="box-sizing: border-box; color: #879196; font-family: AmazonEmber, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 1.2rem;">by <a href="https://aws.amazon.com/blogs/aws/author/channy-yun/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;" title="Posts by Channy Yun">Channy Yun</a> | on <time datetime="2020-04-10T06:59:18+00:00" property="datePublished" style="box-sizing: border-box;">10 APR 2020</time> |</footer><section class="blog-post-content" property="articleBody" style="box-sizing: border-box; color: #333333; font-family: AmazonEmber, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 14px; margin: 30px 0px;">Last year, we announced <a href="https://aws.amazon.com/blogs/aws/accelerate-sql-server-always-on-deployments-with-aws-launch-wizard/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">AWS Launch Wizard for SQL Server</a>, which enables quick and easy deployment of high availability SQL solutions on AWS for enterprise workloads.<div style="box-sizing: border-box;">
<br />Today, I am excited to announce <a href="https://aws.amazon.com/launchwizard/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">AWS Launch Wizard for SAP</a>, a new service that is speedy, easy, flexible, secure, and cost effective for customers. This new service helps Customers to deploy SAP applications on AWS by orchestrating provision of underlying AWS resources using <a href="https://aws.amazon.com/cloudformation" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">AWS CloudFormation</a> and <a href="https://aws.amazon.com/systems-manager" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">AWS Systems Manager</a>.</div>
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<a href="https://aws.amazon.com/sap/case-studies/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">Thousands of AWS customers</a> have built and migrated <a href="https://aws.amazon.com/sap/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">their SAP workloads</a> using <a href="https://aws.amazon.com/quickstart/architecture/sap-s4-hana/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">AWS Quick Start</a> and <a href="https://aws.amazon.com/ec2/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;" title="">Amazon Elastic Compute Cloud (EC2)</a>, including <a href="https://aws.amazon.com/blogs/aws/x1-instances-for-ec2-ready-for-your-memory-intensive-workloads/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">x1</a>, <a href="https://aws.amazon.com/blogs/aws/amazon-ec2-update-x1e-instances-in-five-more-sizes-and-a-stronger-sla/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">x1e</a>, and <a href="https://aws.amazon.com/blogs/aws/now-available-amazon-ec2-high-memory-instances-with-6-9-and-12-tb-of-memory-perfect-for-sap-hana/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">high memory instances</a>. In addition, they also take advantage of the <a href="http://aws-sap-partners.s3-website-us-east-1.amazonaws.com/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">AWS Partner Network (APN) for SAP</a> to find solutions that work for them. SAP Customers want <a href="https://aws.amazon.com/architecture/well-architected/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">well architected</a> intuitive wizard to deploy SAP system with best use of AWS resources.</div>
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AWS Launch Wizard for SAP is designed for customers who want to deploy new SAP workloads on AWS or migrate existing on-premises SAP workloads to AWS with the following benefits:</div>
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<li style="box-sizing: border-box;"><ins style="box-sizing: border-box;">Deployment efficiency:</ins> AWS Launch Wizard for SAP recommends the Amazon EC2 instances that fit your SAP workload requirements and automates the launch of AWS services for SAP systems with recommended configurations and minimum manual input. Launch Wizard helps customers achieve faster time to value for provisioning and accelerates deployment of SAP applications by 2X. Being able to quickly launch SAP environments improves the customer’s agility to support new business initiatives.</li>
<li style="box-sizing: border-box;"><ins style="box-sizing: border-box;">Prescriptive guidance:</ins> AWS Launch Wizard for SAP guides customers with correct sizing and provisioning of AWS services for SAP systems based on best practices from thousands of SAP on AWS deployments.</li>
<li style="box-sizing: border-box;"><ins style="box-sizing: border-box;">Faster learning curve:</ins> AWS Launch Wizard for SAP offers an SAP-oriented user experience for customers. It provides guided deployment steps aligned with SAP deployment patterns and uses SAP terminology which creates a familiar experience for SAP users.</li>
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<span style="box-sizing: border-box; font-family: AmazonEmberBold, "Helvetica Neue Bold", "Helvetica Neue", Helvetica, Arial, sans-serif; font-weight: 500;"><span style="box-sizing: border-box; text-decoration-line: underline;">AWS Launch Wizard for SAP – Getting Started</span></span></h3>
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To get started with an SAP deployment, in the <a href="https://console.aws.amazon.com/launchwizard/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">Launch Wizard console</a>, you can click the <span style="box-sizing: border-box; font-family: AmazonEmberBold, "Helvetica Neue Bold", "Helvetica Neue", Helvetica, Arial, sans-serif;">Create deployment</span> button and select the SAP application.</div>
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<img alt="" class="aligncenter size-full wp-image-36016" height="992" src="https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2020/04/08/2020-aws-launch-wizard-for-sap-0.png" style="border: 1px solid black; box-sizing: border-box; display: block; height: auto; margin-left: auto; margin-right: auto; max-width: 100%; width: auto;" width="1210" /></div>
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When you click on the <span style="box-sizing: border-box; font-family: AmazonEmberBold, "Helvetica Neue Bold", "Helvetica Neue", Helvetica, Arial, sans-serif;">Next</span> button, you can provide Deployment Name and Infrastructure settings. Infrastructure settings can be saved based on how you want to classify your deployment using the infrastructure. They can be reused for SAP systems deployments that share the same infra configuration.</div>
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<img alt="" class="aligncenter size-full wp-image-36608" height="1016" src="https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2020/04/08/2020-aws-launch-wizard-for-sap-1.png" style="border: 1px solid black; box-sizing: border-box; display: block; height: auto; margin-left: auto; margin-right: auto; max-width: 100%; width: auto;" width="1170" /></div>
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Assign a key pair and select the VPC which to deploy the SAP instances. After you select the Availability Zones and private subnets, you can assign security groups to the EC2 instances that will run the SAP applications.</div>
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<img alt="" class="aligncenter size-full wp-image-36609" height="1106" src="https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2020/04/08/2020-aws-launch-wizard-for-sap-2.png" style="border: 1px solid black; box-sizing: border-box; display: block; height: auto; margin-left: auto; margin-right: auto; max-width: 100%; width: auto;" width="1126" /></div>
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After setting SAP System Admin IDs, you can set the topic of Amazon Simple Notification Service (SNS) to get alerts about SAP deployments. By clicking the <span style="box-sizing: border-box; font-family: AmazonEmberBold, "Helvetica Neue Bold", "Helvetica Neue", Helvetica, Arial, sans-serif;">Next</span> button, we can go to the application settings.</div>
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<img alt="" class="aligncenter size-full wp-image-36610" height="448" src="https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2020/04/08/2020-aws-launch-wizard-for-sap-3.png" style="border: 1px solid black; box-sizing: border-box; display: block; height: auto; margin-left: auto; margin-right: auto; max-width: 100%; width: auto;" width="1168" /></div>
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If you save infrastructure configurations, you can reuse to apply to future deployments.</div>
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<img alt="" class="aligncenter size-full wp-image-36611" height="380" src="https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2020/04/08/2020-aws-launch-wizard-for-sap-4.png" style="border: 1px solid black; box-sizing: border-box; display: block; height: auto; margin-left: auto; margin-right: auto; max-width: 100%; width: 500px;" width="816" /></div>
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Configuring application settings, AWS Launch Wizard for SAP supports two types of SAP applications: NetWeaver stack on SAP HANA database deployments and HANA database deployments.</div>
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<img alt="" class="aligncenter size-full wp-image-36612" height="608" src="https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2020/04/08/2020-aws-launch-wizard-for-sap-5.png" style="border: 1px solid black; box-sizing: border-box; display: block; height: auto; margin-left: auto; margin-right: auto; max-width: 100%; width: auto;" width="1130" /></div>
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You can provide SAPSID, HANASID, and the instance number used in the SAP HANA installation and then configure the AWS resources based on these inputs. It supports two EBS volume types for SAP HANA Data and Log: HANA data and log – General Purpose SSD (gp2) and <a href="https://aws.amazon.com/blogs/aws/new-multi-attach-for-provisioned-iops-io1-amazon-ebs-volumes/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">Provisioned IOPS SSD (io1)</a>. Optionally, a customer can choose to provide HANA software hosted on an S3 bucket to deploy HANA configured for high availability using SLES/RHE.</div>
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<img alt="" class="aligncenter size-full wp-image-36613" height="1494" src="https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2020/04/08/2020-aws-launch-wizard-for-sap-6.png" style="border: 1px solid black; box-sizing: border-box; display: block; height: auto; margin-left: auto; margin-right: auto; max-width: 100%; width: auto;" width="1126" /></div>
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Next, you can configure the deployment model with SAP supported Operating Systems such as SUSE Linux and RedHat Enterprise within a single instance, distributed instances , and high availability patterns in multi AZs.</div>
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<img alt="" class="aligncenter size-full wp-image-36614" height="1196" src="https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2020/04/08/2020-aws-launch-wizard-for-sap-7.png" style="border: 1px solid black; box-sizing: border-box; display: block; height: auto; margin-left: auto; margin-right: auto; max-width: 100%; width: auto;" width="1130" /></div>
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When you define the infrastructure requirement, you can use the recommended guide to provide vCPU/Memory or manually choose the instances from the list of SAP supported EC2 instances for the SAP component (ASCS or ERS or APP or HANA DB) and then deploy the SAP components on it. You will be able to see the cost estimates for the AWS resources – Amazon EC2, EBS, and EFS volumes – that will be provisioned for a particular deployment.</div>
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<img alt="" class="aligncenter size-full wp-image-36625" height="614" src="https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2020/04/08/2020-aws-launch-wizard-for-sap-8-1.png" style="border: 1px solid black; box-sizing: border-box; display: block; height: auto; margin-left: auto; margin-right: auto; max-width: 100%; width: auto;" width="1204" /></div>
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After reviewing all your configurations, you can simply deploy by clicking <span style="box-sizing: border-box; font-family: AmazonEmberBold, "Helvetica Neue Bold", "Helvetica Neue", Helvetica, Arial, sans-serif;">Deploy</span> button.</div>
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<img alt="" class="aligncenter size-full wp-image-36617" height="664" src="https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2020/04/08/2020-aws-launch-wizard-for-sap-9.png" style="border: 1px solid black; box-sizing: border-box; display: block; height: auto; margin-left: auto; margin-right: auto; max-width: 100%; width: auto;" width="1248" /></div>
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Depending on the chosen deployment it takes 1 to 3 hours. You will be able to see which SAP systems have been deployed, what infrastructure configuration was used for the deployment, what components of SAP were deployed, and a mapping of SAP components to EC2 instances.</div>
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<img alt="" class="aligncenter size-full wp-image-36619" height="784" src="https://d2908q01vomqb2.cloudfront.net/da4b9237bacccdf19c0760cab7aec4a8359010b0/2020/04/08/2020-aws-launch-wizard-for-sap-10.png" style="border: 1px solid black; box-sizing: border-box; display: block; height: auto; margin-left: auto; margin-right: auto; max-width: 100%; width: auto;" width="1524" /></div>
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<span style="box-sizing: border-box; font-family: AmazonEmberBold, "Helvetica Neue Bold", "Helvetica Neue", Helvetica, Arial, sans-serif;"><span style="box-sizing: border-box; text-decoration-line: underline;">Now Available!</span></span><br style="box-sizing: border-box;" />AWS Launch Wizard for SAP is generally available and you can use it in <span style="box-sizing: border-box;" title="">US East (N. Virginia)</span>, <span style="box-sizing: border-box;" title="">US West (Oregon)</span>, <span style="box-sizing: border-box;" title="">Europe (Ireland)</span>, <span style="box-sizing: border-box;" title="">US West (N. California)</span>, <span style="box-sizing: border-box;" title="">US East (Ohio)</span>, <span style="box-sizing: border-box;" title="">Europe (Ireland)</span>, <span style="box-sizing: border-box;" title="">Europe (Paris)</span>, <span style="box-sizing: border-box;" title="">Europe (Frankfurt)</span>, <span style="box-sizing: border-box;" title="">Asia Pacific (Tokyo)</span>, <span style="box-sizing: border-box;" title="">Asia Pacific (Seoul)</span>, <span style="box-sizing: border-box;" title="">Asia Pacific (Singapore)</span>, <span style="box-sizing: border-box;" title="">Asia Pacific (Sydney)</span>, <span style="box-sizing: border-box;" title="">Asia Pacific (Mumbai)</span>, <span style="box-sizing: border-box;" title="">South America (São Paulo)</span>, <span style="box-sizing: border-box;" title="">Europe (London)</span>, <span style="box-sizing: border-box;" title="">Canada (Central)</span>, <span style="box-sizing: border-box;" title="">Europe (Stockholm)</span>. There is no additional charge for using AWS Launch Wizard, only for the resources it creates. Take a look at the <a href="https://aws.amazon.com/launchwizard/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">product page</a> and the <a href="https://docs.aws.amazon.com/launchwizard/latest/userguide/launch-wizard-sap.html" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">documentation</a> to learn more. Please send feedback to <a href="https://aws.amazon.com/sap/contact-us/" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">SAP Contact Us</a>, <a href="https://aws.amazon.com/partners/find/results/?facets=%27Use+Case+%3A+SAP%27|%27Use+Case+%3A+SAP+%3A+Business+Applications%27&size=100&start=0&sort=Relevance&view=Grid" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">AWS SAP partners</a> or through your usual AWS support contacts.</div>
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— <a href="https://twitter.com/channyun" style="box-sizing: border-box; color: #005b86; outline: 0px; text-decoration-line: none;">Channy</a>;</div>
</section><footer style="box-sizing: border-box; color: #879196; font-family: AmazonEmber, "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 1.2rem;"><div class="blog-author-box" property="author" style="border: 1px solid rgb(213, 219, 219); box-sizing: border-box; margin: 0px 0px 15px; overflow: auto; padding: 15px;" typeof="Person">
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Channy Yun is a Principal Developer Advocate for AWS, and passionate about helping developers to build mod applications on latest AWS services. A pragmatic developer and blogger at heart, he loves community-driven learning and sharing of technology, which has funneled developers to global AWS Usergroups. Follow him on Twitter at @channyun.</div>
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</footer>Vibrant9http://www.blogger.com/profile/07613702207333887671noreply@blogger.com0tag:blogger.com,1999:blog-2377711210223534457.post-35676979228827954592020-04-20T09:13:00.002-07:002020-04-20T09:13:26.589-07:00Build more accurate forecasts with new capabilities in automated machine learning<h1 lang="en" style="background-color: white; box-sizing: inherit; color: #1a1a1f; font-family: "Segoe UI", SegoeUI, "Segoe WP", Tahoma, Arial, sans-serif; font-size: 36px; line-height: 1.2; margin: 0px 0px 12px;">
Build more accurate forecasts with new capabilities in automated machine learning</h1>
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<a aria-label="Read more posts by the author Nilesh Acharya" data-bi-area="undefined" data-bi-id="area-blog-post-clicked-author" data-bi-view="undefined" data-event="area-blog-post-clicked-author" href="https://azure.microsoft.com/en-us/blog/author/nilesha/" rel="author" style="background-color: transparent; box-sizing: inherit; color: #0062ad; text-decoration-line: none; transition: color 0.15s ease-in-out 0s;" title="Posts by Nilesh Acharya">Nilesh Acharya</a> <span class="position" lang="en" style="box-sizing: inherit;">Senior Program Manager, Azure Machine Learning</span></div>
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We are excited to announce new capabilities which are apart of time-series forecasting in <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azure.microsoft.com/en-us/services/machine-learning-service/" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">Azure Machine Learning service</a>. We launched <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azure.microsoft.com/en-us/blog/new-automated-machine-learning-capabilities-in-azure-machine-learning-service/" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">preview of forecasting in December 2018</a>, and we have been excited with the strong customer interest. We listened to our customers and appreciate all the feedback. Your responses helped us reach this milestone. Thank you.</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/0e79cc1c-043c-47f2-af02-98fde52844e2.png" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;"><img alt="Featured image, general availability for Automated Machine Learning Time Series Forecasting" border="0" height="300" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/8ef4e358-f953-41d2-9d02-0c6121df3d8f.png" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: block; float: none; height: auto; margin-left: auto; margin-right: auto; max-width: 100%;" title="Featured image, general availability for Automated Machine Learning Time Series Forecasting" width="960" /></a></div>
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Building forecasts is an integral part of any business, whether it’s revenue, inventory, sales, or customer demand. Building machine learning models is time-consuming and complex with many factors to consider, such as iterating through algorithms, tuning your hyperparameters and feature engineering. These choices multiply with time series data, with additional considerations of trends, seasonality, holidays and effectively splitting training data.</div>
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Forecasting within automated machine learning (ML) now includes new capabilities that improve the accuracy and performance of our recommended models:</div>
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<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;">New forecast function</li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;">Rolling-origin cross validation</li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;">Configurable Lags</li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;">Rolling window aggregate features</li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 0px;">Holiday detection and featurization</li>
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Expanded forecast function</h2>
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We are introducing a new way to retrieve prediction values for the forecast task type. When dealing with time series data, several distinct scenarios arise at prediction time that require more careful consideration. For example, are you able to re-train the model for each forecast? Do you have the forecast drivers for the future? How can you forecast when you have a gap in historical data? The new forecast function can handle all these scenarios.</div>
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Let’s take a closer look at common configurations of train and prediction data scenarios, when using the new forecasting function. For automated ML the forecast origin is defined as the point when the prediction of forecast values should begin. The forecast horizon is how far out the prediction should go into the future.</div>
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In many cases training and prediction do not have any gaps in time. This is the ideal because the model is trained on the freshest available data. We recommend you set your forecast this way if your prediction interval allows time to retrain, for example in more fixed data situations such as financial forecasts rate or supply chain applications using historical revenue or known order volumes.</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/13028d3f-575d-44b4-9bc0-abfb83665b98.png" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;"><img alt="Ideal use case when training and prediction data have no gaps in time." border="0" height="538" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/616f2d9f-eb6a-4f3b-af56-cc82197db001.png" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: block; float: none; height: auto; margin-left: auto; margin-right: auto; max-width: 100%;" title="Ideal use case when training and prediction data have no gaps in time." width="964" /></a></div>
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When forecasting you may know future values ahead of time. These values act as contextual information that can greatly improve the accuracy of the forecast. For example, the price of a grocery item is known weeks in advance, which strongly influences the “sales” target variable. Another example is when you are running what-if analyses, experimenting with future values of drivers like foreign exchange rates. In these scenarios the forecast interface lets you specify forecast drivers describing time periods for which you want the forecasts (Xfuture). </div>
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If train and prediction data have a gap in time, the trained model becomes stale. For example, in high-frequency applications like IoT it is impractical to retrain the model constantly, due to high velocity of change from sensors with dependencies on other devices or external factors e.g. weather. You can provide prediction context with recent values of the target (ypast) and the drivers (Xpast) to improve the forecast. The forecast function will gracefully handle the gap, imputing values from training and prediction context where necessary.</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/f22189d0-2856-4972-b8ea-d2320f0727ce.png" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;"><img alt="Using contextual data to assist forecast when training and prediction data have gaps in time." border="0" height="517" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/1e82c9bf-d100-42da-a66a-03e77f391703.png" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: block; float: none; height: auto; margin-left: auto; margin-right: auto; max-width: 100%;" title="Using contextual data to assist forecast when training and prediction data have gaps in time." width="1395" /></a></div>
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In other scenarios, such as sales, revenue, or customer retention, you may not have contextual information available for future time periods. In these cases, the forecast function supports making zero-assumption forecasts out to a “destination” time. The forecast destination is the end point of the forecast horizon. The model maximum horizon is the number of periods the model was trained to forecast and may limit the forecast horizon length.</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/dba37f49-119f-47b0-a7cc-5e4ec5dc02db.png" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;"><img alt="Use case when no gap in time exists between training and prediction data and no contextual data is available." border="0" height="538" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/c4488fef-651e-4613-9e64-f3d7734bb48e.png" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: block; float: none; height: auto; margin-left: auto; margin-right: auto; max-width: 100%;" title="Use case when no gap in time exists between training and prediction data and no contextual data is available." width="964" /></a></div>
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The forecast model enriches the input data (e.g. adds holiday features) and imputes missing values. The enriched and imputed data are returned with the forecast.</div>
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Notebook examples for <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://github.com/Azure/MachineLearningNotebooks/blob/master/how-to-use-azureml/automated-machine-learning/forecasting-orange-juice-sales/auto-ml-forecasting-orange-juice-sales.ipynb" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">sales forecast</a>, <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://github.com/Azure/MachineLearningNotebooks/blob/master/how-to-use-azureml/automated-machine-learning/forecasting-bike-share" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">bike demand</a> and <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://github.com/Azure/MachineLearningNotebooks/blob/master/how-to-use-azureml/automated-machine-learning/forecasting-energy-demand/auto-ml-forecasting-energy-demand.ipynb" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">energy forecast</a> can be found on <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://github.com/Azure/MachineLearningNotebooks/tree/master/how-to-use-azureml/automated-machine-learning" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">GitHub</a>.</div>
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Rolling-origin cross validation</h2>
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Cross-validation (CV) is a vital procedure for estimating and reducing out-of-sample error for a model. For time series data we need to ensure training only occurs using values to the past of the test data. Partitioning the data without regard to time does not match how data becomes available in production, and can lead to incorrect estimates of the forecaster’s generalization error.</div>
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To ensure correct evaluation, we added rolling-origin cross validation (ROCV) as the standard method to evaluate machine learning models on time series data. It divides the series into training and validation data using an origin time point. Sliding the origin in time generates the cross-validation folds.</div>
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As an example, when we do not use ROCV, consider a hypothetical time-series containing 40 observations. Suppose the task is to train a model that forecasts the series up-to four time-points into the future. A standard 10-fold cross validation (CV) strategy is shown in the image below. The y-axis in the image delineates the CV folds that will be made while the colors distinguish training points (blue) from validation points (orange). In the 10-fold example below, notice how folds one through nine result in model training on dates future to be included the validation set resulting inaccurate training and validation results.</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/4c398bce-20e3-48e3-b5a5-862fca0e6091.png" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;"><img alt="Cross validation showing training points spread across folds and distributed across time points causing data leakage in validation" border="0" height="212" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/950ab0dd-763b-439f-959c-a313b104c545.png" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: block; float: none; height: auto; margin-left: auto; margin-right: auto; max-width: 100%;" title="Cross validation showing training points spread across folds and distributed across time points causing data leakage in validation" width="380" /></a></div>
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This scenario should be avoided for time-series instead, when we use an ROCV strategy as shown below, we preserve the time series data integrity and eliminate the risk of data leakage.</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/bcda3a46-c4f6-4c75-99b1-470796416f47.png" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;"><img alt="Rolling-Origin Cross Validation (ROCV) showing training points distributed on each fold at the end of the time period to eliminate data leakage during validation" border="0" height="212" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/83321f30-17b1-468f-9822-18ef801af949.png" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: block; float: none; height: auto; margin-left: auto; margin-right: auto; max-width: 100%;" title="Rolling-Origin Cross Validation (ROCV) showing training points distributed on each fold at the end of the time period to eliminate data leakage during validation" width="380" /></a></div>
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ROCV is used automatically for forecasting. You simply pass the training and validation data together and set the number of cross validation folds. Automated machine learning (ML) will use the time column and grain columns you have defined in your experiment to split the data in a way that respects time horizons. Automated ML will also retrain the selected model on the combined train and validation set to make use of the most recent and thus most informative data, which under the rolling-origin splitting method ends up in the validation set.</div>
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Lags and rolling window aggregates</h2>
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Often the best information a forecaster can have is the recent value of the target. Creating lags and cumulative statistics of the target then increases accuracy of your predictions.</div>
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In automated ML, you can now specify target lag as a model feature. Adding lag length identifies how many rows to lag based on your time interval. For example, if you wanted to lag by two units of time, you set the lag length parameter to two.</div>
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The table below illustrates how a lag length of two would be treated. Green columns are engineered features with lags of sales by one day and two day. The blue arrows indicate how each of the lags are generated by the training data. Not a number (Nan) are created when sample data does not exist for that lag period.</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/d5a15865-3df6-441a-84df-0136c9b0f68c.png" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;"><img alt="Table illustrating how a lag length og two would be treated" border="0" height="269" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/6690a165-f602-4c2e-ba5d-24437505ef69.png" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: block; float: none; height: auto; margin-left: auto; margin-right: auto; max-width: 100%;" title="Table illustrating how a lag length og two would be treated" width="664" /></a></div>
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In addition to the lags, there may be situations where you need to add rolling aggregation of data values as features. For example, when predicting energy demand you might add a rolling window feature of three days to account for thermal changes of heated spaces. The table below shows feature engineering that occurs when window aggregation is applied. Columns for minimum, maximum, and sum are generated on a sliding window of three based on the defined settings. Each row has a new calculated feature, in the case of date January 4, 2017 maximum, minimum, and sum values are calculated using temp values for January 1, 2017, January 2, 2017, and January 3, 2017. This window of “three” shifts along to populate data for the remaining rows.</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/61a5506e-89c0-4478-bef3-d4835854cc8a.png" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;"><img alt="Table showing feature engineering that occurs when window aggregation is applied." border="0" height="329" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/d03d6941-a7b8-4023-a4ab-d8f56751bfe4.png" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: block; float: none; height: auto; margin-left: auto; margin-right: auto; max-width: 100%;" title="Table showing feature engineering that occurs when window aggregation is applied." width="1048" /></a></div>
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Generating and using these additional features as extra contextual data helps with the accuracy of the trained model. This is all possible by adding a few parameters to your experiment settings.</div>
<h2 style="box-sizing: inherit; color: #1a1a1f; font-size: 24px; line-height: 1.2; margin: 24px 0px 12px;">
Holiday features</h2>
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For many time series scenarios, holidays have a strong influence on how the modeled system behaves. The time before, during, and after a holiday can modify the series’ patterns, especially in scenarios such as sales and product demand. Automated ML will create additional features as input for model training on daily datasets. Each holiday generates a window over your existing dataset that the learner can assign an effect to. With this update, we will support over 2000 holidays in over 110 countries. To use this feature, simply pass the country code as a part of the time series settings. The example below shows input data in the left table and the right table shows updated dataset with holiday featurization applied. Additional features or columns are generated that add more context when models are trained for improved accuracy.</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/fe595ae7-8906-4129-a352-e7c4e197391d.png" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;"><img alt="Training data on left shows without holiday features applied, table on the right shows." border="0" height="193" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/80748202-8fef-4d74-b8b1-bdd27e6838aa.png" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: block; float: none; height: auto; margin-left: auto; margin-right: auto; max-width: 100%;" title="Training data on left shows without holiday features applied, table on the right shows." width="1217" /></a></div>
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Get started with time-series forecasting in automated ML</h2>
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With these new capabilities automated ML increases support more complex forecasting scenarios, provides more control to configure training data using lags and window aggregation and improves accuracy with new holiday featurization and ROCV. Azure Machine Learning aims to enable data scientists of all skill levels to use powerful machine learning technology that simplifies their processes and reduces the time spent training models. Get started by visiting our <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://docs.microsoft.com/en-us/azure/machine-learning/service/concept-automated-ml" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">documentation</a> and let us know what you think - we are committed to make automated ML better for you!</div>
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Learn more about the <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azure.microsoft.com/en-us/services/machine-learning-service/" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">Azure Machine Learning service</a> and <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azure.microsoft.com/en-us/trial/get-started-machine-learning/" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">get started with a free trial</a>.</div>
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<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;"><a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://docs.microsoft.com/en-us/azure/machine-learning/service/concept-automated-ml" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">Learn more about automated machine learning</a></li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;"><a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://docs.microsoft.com/en-us/azure/machine-learning/service/how-to-auto-train-forecast" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">How to Guide: Auto-train a time-series forecast model</a></li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 0px;">Automated ML <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://github.com/Azure/MachineLearningNotebooks/tree/master/how-to-use-azureml/automated-machine-learning" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">GitHub Samples</a></li>
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Vibrant9http://www.blogger.com/profile/07613702207333887671noreply@blogger.com0tag:blogger.com,1999:blog-2377711210223534457.post-51919285927825977252020-04-20T09:10:00.002-07:002020-04-20T09:10:53.029-07:00How Azure Machine Learning powers suggested replies in Outlook<h1 lang="en" style="background-color: white; box-sizing: inherit; color: #1a1a1f; font-family: "Segoe UI", SegoeUI, "Segoe WP", Tahoma, Arial, sans-serif; font-size: 36px; line-height: 1.2; margin: 0px 0px 12px;">
How Azure Machine Learning powers suggested replies in Outlook</h1>
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<a aria-label="Read more posts by the author Erez Barak" data-bi-area="undefined" data-bi-id="area-blog-post-clicked-author" data-bi-view="undefined" data-event="area-blog-post-clicked-author" href="https://azure.microsoft.com/en-us/blog/author/erez-barak/" rel="author" style="background-color: transparent; box-sizing: inherit; color: #0062ad; text-decoration-line: none; transition: color 0.15s ease-in-out 0s;" title="Posts by Erez Barak">Erez Barak</a> <span class="position" lang="en" style="box-sizing: inherit;">Partner Group Program Manager, AI Platform Management</span></div>
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Microsoft 365 applications are so commonplace that it’s easy to overlook some of the amazing capabilities that are enabled with breakthrough technologies, including artificial intelligence (AI). Microsoft Outlook is an email client that helps you work efficiently with email, calendar, contacts, tasks, and more in a single place.</div>
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To help users be more productive and deliberate in their actions while emailing, the web version of Outlook and the Outlook for iOS and Android app have introduced suggested replies, a new feature powered by <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azure.microsoft.com/en-us/services/machine-learning-service/" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">Azure Machine Learning</a>. Now when you receive an email message that can be answered with a quick response, Outlook on the web and the Outlook mobile suggest three response options that you can use to reply with only a couple of clicks or taps, helping people communicate in both their workplace and personal life, by reducing the time and effort involved in replying to an email.</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/50258308-4793-48eb-ba2a-c2c861759eea.jpg" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;"><img alt="11" border="0" height="619" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/fc79bf49-2bc6-41e8-951f-4e43e946ab06.jpg" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: inline; height: auto; max-width: 100%;" title="11" width="999" /></a></div>
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The developer team behind suggested replies is comprised of data scientists, designers, and machine learning engineers with diverse backgrounds who are working to improve the lives of Microsoft Outlook users by expediting and simplifying communications. They are at the forefront of applying cutting-edge natural language processing (NLP) and machine learning (ML) technologies and leverage these technologies to understand how users communicate through email and improve those interactions from a productivity standpoint to create a better experience for users.</div>
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A peek under the hood</h2>
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To process the massive amount of raw data that these interactions provide, the team uses <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://docs.microsoft.com/en-us/azure/machine-learning/service/concept-ml-pipelines" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">Azure Machine Learning pipelines</a> to build their training models. Azure Machine Learning pipelines allow the team to divide training steps into discrete steps such as data cleanup, transforms, feature extraction, training, and evaluation. The output of the Azure Machine Learning pipeline converts raw data into a model. This Machine Learning pipeline allows the data scientists to build a training pipeline in a compliant manner that enforces privacy and compliance checks.</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/780eed59-e793-42a5-8898-2aabb6b88f89.png" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;"><img align="left" alt="22" border="0" height="540" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/dc75999e-22de-4fbc-b4b2-05910c3f4ba0.png" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: inline; float: left; height: auto; max-width: 100%;" title="22" width="270" /></a></div>
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In order to train this model, the team needed a way to build and prepare a large data set comprised of over 100 million messages. To do this, the team leveraged a distributed processing framework to sample and retrieve data from a broad user base.</div>
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Azure Data Lake Storage is used to store the training data used for training the suggested replies models. We then clean and curate the data into message reply pairs (including potential responses to an email) that are stored in <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azure.microsoft.com/en-us/services/storage/data-lake-storage/" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">Azure Data Lake Storage (ADLS)</a>. The training pipelines also consume the reply pairs stored in ADLS in order to train models. To conduct the Machine Learning training itself, the team uses GPU pools available in Azure. The training pipelines leverage these curated Message Reply pairs to learn how to suggest appropriate replies based on a given message. Once the model is created, data scientists can compare the model performance with previous models and evaluate which approaches perform better at recommending relevant suggested replies.</div>
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The Outlook team helps protect your data by using the Azure platform to prepare large-scale data sets that are required to build a feature like suggested replies in accordance with <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://www.microsoft.com/en-us/TrustCenter/CloudServices/office365/default.aspx" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">Office 365 compliance standards</a>. The data scientists use Azure compute and workflow solutions that enforce privacy policies to create experiments and train multiple models on GPUs. This helps with the overall developer experience and provides agility in the inner development loop cycle.</div>
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<iframe allowfullscreen="" frameborder="0" height="540" src="https://channel9.msdn.com/Shows/AI-Show/Outlook-suggested-replies-makes-responding-to-email-easier/player?format=ny" style="box-sizing: inherit; max-width: 100%;" width="960"></iframe></div>
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This is just one of many examples of how Microsoft products are powered by the breakthrough capabilities of Azure AI to create better user experiences. The team is learning from feedback every day and improving the feature for users while also expanding the types of suggested replies offered. Keep following the Azure blog to stay up-to-date with the team and be among the first to know when this feature is released.</div>
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Learn more</h2>
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Learn more about <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azure.microsoft.com/en-us/services/machine-learning-service/" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">Azure Machine Learning</a> and how Outlook on the web <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://support.office.com/en-us/article/use-intelligent-technology-in-outlook-on-the-web-24b30683-8340-4b69-b8ac-4193ec528a70" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">uses intelligent technology</a>. </div>
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Vibrant9http://www.blogger.com/profile/07613702207333887671noreply@blogger.com0tag:blogger.com,1999:blog-2377711210223534457.post-70288058394384613042020-04-11T08:30:00.003-07:002020-04-11T08:30:48.316-07:00Turn your whiteboard sketches to HTML website<h1 lang="en" style="background-color: white; box-sizing: inherit; color: #1a1a1f; font-family: "Segoe UI", SegoeUI, "Segoe WP", Tahoma, Arial, sans-serif; font-size: 36px; line-height: 1.2; margin: 0px 0px 12px;">
Turn your whiteboard sketches to working code in seconds with Sketch2Code</h1>
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User interface design process involves a lot a creativity that starts on a whiteboard where designers share ideas. Once a design is drawn, it is usually captured within a photograph and manually translated into some working HTML wire frame to play within a web browser. This takes efforts and delays the design process. What if a design is refactored on the whiteboard and the browser reflects changes instantly? In that sense, by the end of the session there is a resulting prototype validated between the designer, developer, and customer. Introducing <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://www.ailab.microsoft.com/experiments/30c61484-d081-4072-99d6-e132d362b99d" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">Sketch2Code</a>, a web based solution that uses AI to transform a handwritten user interface design from a picture to a valid HTML markup code.</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/f867c33d-63cb-4158-9c1f-c121962c6469.gif" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;"><img alt="Sketch2Code" border="0" height="326" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/ed6c7675-6849-46b1-bb7e-138b9ef6c548.gif" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: block; float: none; height: auto; margin-left: auto; margin-right: auto; max-width: 100%;" title="Sketch2Code" width="580" /></a></div>
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Let’s understand the process of transforming handwritten image to HTML using Sketch2Code in more details.</div>
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<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;">First the user uploads an image through the website.</li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;">A custom vision model predicts what HTML elements are present in the image and their location.</li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;">A handwritten text recognition service reads the text inside the predicted elements.</li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;">A layout algorithm uses the spatial information from all the bounding boxes of the predicted elements to generate a grid structure that accommodates all.</li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 0px;">An HTML generation engine uses all these pieces of information to generate an HTML markup code reflecting the result.</li>
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Below is the the application workflow:</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/8f669723-2a5f-458f-be08-6fe6551d62b3.png" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;"><img alt="Application workflow" border="0" height="525" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/af1c0ebf-a703-4b2b-8bde-f9fa67e83e2d.png" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: inline; height: auto; max-width: 100%;" title="Application workflow" width="1034" /></a></div>
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The Sketch2Code uses the following elements:</div>
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<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;"><span style="box-sizing: inherit; font-weight: 700;">A Microsoft Custom Vision Model:</span> This model has been trained with images of different handwritten designs tagging the information of most common HTML elements like buttons, text box, and images.</li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;"><span style="box-sizing: inherit; font-weight: 700;">A Microsoft Computer Vision Service:</span> To identify the text written into a design element a Computer Vision Service is used.</li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;"><span style="box-sizing: inherit; font-weight: 700;">An Azure Blob Storage:</span> All steps involved in the HTML generation process are stored, including the original image, prediction results and layout grouping information.</li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 12px;"><span style="box-sizing: inherit; font-weight: 700;">An Azure Function:</span> Serves as the backend entry point that coordinates the generation process by interacting with all the services.</li>
<li style="box-sizing: inherit; font-size: inherit; margin-bottom: 0px;"><span style="box-sizing: inherit; font-weight: 700;">An Azure website:</span> User font-end to enable uploading a new design and see the generated HTML results.</li>
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The above elements form the architecture as follows:</div>
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<a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/40e8b655-030e-4238-8dbc-3099b4a5d0e6.png" style="background-color: transparent; box-sizing: inherit; color: #002847; outline: 0px; transition: color 0.15s ease-in-out 0s;"><img alt="Architecture elements" border="0" height="752" src="https://azurecomcdn.azureedge.net/mediahandler/acomblog/media/Default/blog/d7157757-453b-4544-8222-1d4bc6289901.png" style="background-image: none; border: 0px currentcolor; box-sizing: inherit; display: inline; height: auto; max-width: 100%;" title="Architecture elements" width="1168" /></a></div>
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You can find the code, solution development process, and all other details on <a data-bi-area="undefined" data-bi-id="page-clicked-link" data-bi-view="undefined" data-event="page-clicked-link" href="https://github.com/Microsoft/ailab/tree/master/Sketch2Code" style="background-color: transparent; box-sizing: inherit; color: #0062ad; transition: color 0.15s ease-in-out 0s;" target="_blank">GitHub</a>. Sketch2Code is developed in collaboration with Kabel and Spike Techniques.</div>
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We hope this post helps you get started with AI and motivates you to become an AI developer.</div>
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Reference: <a href="https://azure.microsoft.com/en-ca/blog/turn-your-whiteboard-sketches-to-working-code-in-seconds-with-sketch2code/">https://azure.microsoft.com/en-ca/blog/turn-your-whiteboard-sketches-to-working-code-in-seconds-with-sketch2code/</a></div>
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<a aria-label="Read more posts by the author Tara Jana" data-bi-area="undefined" data-bi-id="area-blog-post-clicked-author" data-bi-view="undefined" data-event="area-blog-post-clicked-author" href="https://azure.microsoft.com/en-ca/blog/author/tarasha/" rel="author" style="background-color: transparent; box-sizing: inherit; color: #0062ad; text-decoration-line: none; transition: color 0.15s ease-in-out 0s;" title="Posts by Tara Jana">Tara Jana</a> <span class="position" lang="en" style="box-sizing: inherit;">Sr. Technical Product Marketing Manager, Artificial Intelligence</span></div>
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