Machine Learning in iOS

MobConfTH 2018

Transcript

1. #mobconf18 Machine Learning in iOS “How to make your app smarter than ever” !1
2. #mobconf18 Kajornsak Peerapathananont Mobile Developer @kajornsakp !2
3. #mobconf18 Why mobile apps need ML? !3
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6. #mobconf18 What is Machine Learning? !6
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8. #mobconf18 Real-world ML !8
9. #mobconf18 ML in mobile applications? !9
10. #mobconf18 Predictive keyboard • Natural Language Processing (NLP) • Recurrent Neural Networks (RNNs) !10
11. #mobconf18 Google Lens • Image Recognition • Object Detection • Text Detection !11
12. #mobconf18 Traditional ML applications !12
13. #mobconf18 UPLOAD RESPONSE !13 CLASSIFY RE-TRAIN
14. #mobconf18 Looks Good To Me! !14
15. #mobconf18 But… !15
16. #mobconf18 Connectivity problem https://opensignal.com/reports/2018/02/state-of-lte#map !16
17. #mobconf18 On-device Machine Learning
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19. #mobconf18 Core ML • WWDC 2017 • On-device ML framework • iOS 11 and earlier • .mlmodel
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23. #mobconf18 MPS Accelerate
24. #mobconf18 Demo
25. #mobconf18 Recap
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28. #mobconf18 Can we create our own Model?
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30. #mobconf18 https://www.mathworks.com/solutions/deep-learning/convolutional-neural-network.html
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32. #mobconf18 coremltools .mlmodel
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35. #mobconf18 One more thing…
36. #mobconf18 Create ML • WWDC 2018 • Native ML Frameworks • 100% Swift • Mojave only
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40. #mobconf18 “Create model in 3 lines of code…”
41. #mobconf18 ❓
42. #mobconf18 Demo
43. #mobconf18 Recap
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46. #mobconf18 One more thing…again
47. #mobconf18 Turi Create • WWDC 2018 • Python library for create Core ML model • Cross platform ( not only Mojave) • Required ML Expert
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54. #mobconf18 iOS ❤ ML
55. #mobconf18 –Me “”
56. #mobconf18 Resources • https://developer.apple.com/documentation/coreml • https://developer.apple.com/documentation/createml • https://developer.apple.com/videos/play/wwdc2017/703/ • https://developer.apple.com/videos/play/wwdc2018/703/ • https://developer.apple.com/videos/play/wwdc2018/712