ML for mobile engineers

Presenting the basics of machine learning for mobile engineers and the take aways from building a small pet project using ML.
This talk was presented at the Xcake meetup.

Transcript

1. ML for mobile engineers Sergio Fraile @fray_88 Mobile Software Engineer @ Workday Xcake
2. ML for mobile engineers Xcake
3. ML for mobile engineers ML Others Front-end Xcake
4. ML for mobile engineers Xcake
5. ML for mobile engineers Xcake Local ML Remote ML ‍♀
6. ML for mobile engineers Xcake
7. ML for mobile engineers How to get started? Xcake
8. ML for mobile engineers Get a dataset Build a model Test your model First step: create a ML model Xcake
9. ML for mobile engineers First step: create a ML model ML body Model Data Creation Fetching Manipulating Training (fit) Evaluation Inference (prediction) Xcake
10. ML for mobile engineers Find the dataset Xcake
11. ML for mobile engineers Build the model Xcake
12. ML for mobile engineers Build the model Xcake
13. ML for mobile engineers We train the model... ⌛ Xcake
14. ML for mobile engineers Test the model Xcake
15. ML for mobile engineers Save your tf model Convert it into tf lite Add it to your platform Second step: Bring your model out Xcake
16. ML for mobile engineers What is TF Lite Works on mobile and embedded devices Can optimize for certain devices There are unsupported operators from TF Xcake
17. ML for mobile engineers Save and convert your model Tensorflow 2 Tensorflow 1.x Xcake
18. ML for mobile engineers Add it to your platform Xcake
19. ML for mobile engineers Add it to your platform Xcake
20. ML for mobile engineers Wait… am I in the right meetup? Xcake
21. ML for mobile engineers But let’s see what Apple can do for us Xcake
22. ML for mobile engineers Xcake What does CoreML supports?
23. ML for mobile engineers Converting from .tflite to .mlmodel Xcake https://github.com/tf-coreml/tf-coreml
24. ML for mobile engineers Add it to your platform Xcake
25. ML for mobile engineers We can play with it here Xcake https://github.com/sergiofraile/MNIST _Prediction_Playground
26. ML for mobile engineers Let’s grab some real world data!! Xcake
27. ML for mobile engineers Data shape The first issues... Don’t believe what you see Xcake
28. ML for mobile engineers Data shape You need to know your data The first issues... Don’t believe what you see Xcake
29. ML for mobile engineers Data shape Watch out results The first issues... Don’t believe what you see Xcake
30. ML for mobile engineers Data shape Watch out results You need to know your data The first issues... Don’t believe what you see Xcake
31. ML for mobile engineers Time for some good news Xcake
32. ML for mobile engineers Model zoo Xcake
33. ML for mobile engineers Q&A ‍♀‍♂ Xcake