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Machine Learning in iOS
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Kajornsak Peerapathananont
August 25, 2018
Technology
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Machine Learning in iOS
MobConfTH 2018
Kajornsak Peerapathananont
August 25, 2018
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Transcript
#mobconf18 Machine Learning in iOS “How to make your app
smarter than ever” !1
#mobconf18 Kajornsak Peerapathananont Mobile Developer @kajornsakp !2
#mobconf18 Why mobile apps need ML? !3
#mobconf18 !4
#mobconf18 !5
#mobconf18 What is Machine Learning? !6
#mobconf18 !7
#mobconf18 Real-world ML !8
#mobconf18 ML in mobile applications? !9
#mobconf18 Predictive keyboard • Natural Language Processing (NLP) • Recurrent
Neural Networks (RNNs) !10
#mobconf18 Google Lens • Image Recognition • Object Detection •
Text Detection !11
#mobconf18 Traditional ML applications !12
#mobconf18 UPLOAD RESPONSE !13 CLASSIFY RE-TRAIN
#mobconf18 Looks Good To Me! !14
#mobconf18 But… !15
#mobconf18 Connectivity problem https://opensignal.com/reports/2018/02/state-of-lte#map !16
#mobconf18 On-device Machine Learning
#mobconf18
#mobconf18 Core ML • WWDC 2017 • On-device ML framework
• iOS 11 and earlier • .mlmodel
#mobconf18
#mobconf18
#mobconf18
#mobconf18 MPS Accelerate
#mobconf18 Demo
#mobconf18 Recap
#mobconf18
#mobconf18
#mobconf18 Can we create our own Model?
#mobconf18
#mobconf18 https://www.mathworks.com/solutions/deep-learning/convolutional-neural-network.html
#mobconf18
#mobconf18 coremltools .mlmodel
#mobconf18
#mobconf18
#mobconf18 One more thing…
#mobconf18 Create ML • WWDC 2018 • Native ML Frameworks
• 100% Swift • Mojave only
#mobconf18
#mobconf18
#mobconf18
#mobconf18 “Create model in 3 lines of code…”
#mobconf18 ❓
#mobconf18 Demo
#mobconf18 Recap
#mobconf18
#mobconf18
#mobconf18 One more thing…again
#mobconf18 Turi Create • WWDC 2018 • Python library for
create Core ML model • Cross platform ( not only Mojave) • Required ML Expert
#mobconf18
#mobconf18
#mobconf18
#mobconf18
#mobconf18
#mobconf18
#mobconf18 iOS ❤ ML
#mobconf18 –Me “”
#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