Mobile Machine Learning for All Skill Levels

Summary of ML Kit for Firebase. Including new APIs and How to compose a new application with combination of APIs

Transcript

1. GDG Thailand Firebase Thailand Organized by Mobile Machine Learning for All Skill Levels Kajornsak Peerapathananont Mobile Developer, Agoda
2. GDG Thailand Firebase Thailand Organized by Machine Learning
3. #FirebaseDevDay “Machine learning (ML) is the scientific study of algorithms and statistical models that computer systems use to perform a specific task without using explicit instructions, relying on patterns and inference instead — Wikipedia
4. #FirebaseDevDay “Machine learning (ML) is the scientific study of algorithms and statistical models that computer systems use to perform a specific task without using explicit instructions, relying on patterns and inference instead — Wikipedia
5. #FirebaseDevDay Input (Data) Instruction (Rules) Output (Answers)
6. #FirebaseDevDay Input (Data) Output (Answers) Instruction (Rules)
7. #FirebaseDevDay
8. #FirebaseDevDay Real-world Usage
9. #FirebaseDevDay
10. #FirebaseDevDay Typical Workflow Prepare training data Develop model Train, tune, and evaluate model Deploy model Predict ML expert / Data scientist DevOps Developer
11. #FirebaseDevDay https://cloud.google.com/tpu/
12. #FirebaseDevDay https://cloud.google.com/tpu/
13. #FirebaseDevDay https://me.me/i/me-machine-learning-mathematics-1c2af893b78e41fea28cb0d66f208011
14. #FirebaseDevDay
15. #FirebaseDevDay Machine Learning in Mobile
16. #FirebaseDevDay Why?
17. #FirebaseDevDay User Experiences
18. #FirebaseDevDay
19. #FirebaseDevDay Why? (again)
20. #FirebaseDevDay Privacy Offline Latency Data usage Real-time
21. #FirebaseDevDay Prepare training data Train/tune/evaluate, and deploy model Predict Developer
22. #FirebaseDevDay
23. #FirebaseDevDay
24. #FirebaseDevDay Barcode Scanning Face Recognition Image labeling Landmark Recognition Object detection & tracking Text Recognition
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27. #FirebaseDevDay
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29. #FirebaseDevDay
30. #FirebaseDevDay
31. #FirebaseDevDay Smart Reply Translation Language ID
32. #FirebaseDevDay
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34. #FirebaseDevDay
35. #FirebaseDevDay AutoML Vision Edge Tensorflow Lite
36. #FirebaseDevDay Prepare training data Train/tune/evaluate, and deploy model Predict THIS PART
37. #FirebaseDevDay
38. #FirebaseDevDay https://www.tensorflow.org/lite
39. #FirebaseDevDay
40. #FirebaseDevDay What if….
41. #FirebaseDevDay Microservices ML
42. #FirebaseDevDay
43. #FirebaseDevDay Translation Language ID
44. #FirebaseDevDay
45. #FirebaseDevDay Translation Language ID Text Recognition
46. #FirebaseDevDay
47. #FirebaseDevDay Smart Reply Translation Language ID
48. #FirebaseDevDay Image labeling Object detection & tracking
49. #FirebaseDevDay AutoML Vision Edge
50. #FirebaseDevDay https://memeshappen.com/meme/grandma-finds-the-internet/excuse-me-what-86996/10
51. #FirebaseDevDay Typical Workflow Prepare training data Develop model Train, tune, and evaluate model Deploy model Predict ML expert / Data scientist DevOps Developer
52. #FirebaseDevDay Prepare training data Develop model Train, tune, and evaluate model Deploy model Predict
53. #FirebaseDevDay Prepare training data Develop model Train, tune, and evaluate model Deploy model Predict
54. #FirebaseDevDay
55. #FirebaseDevDay
56. #FirebaseDevDay Revision 1 3 Labels Cat Dog Fish Revision 2 4 Labels Cat Dog Fish Bear
57. #FirebaseDevDay
58. #FirebaseDevDay
59. #FirebaseDevDay How to start?
60. #FirebaseDevDay https://developers.google.com/ml-kit
61. #FirebaseDevDay Quick demo
62. #FirebaseDevDay One more thing..
63. #FirebaseDevDay https://github.com/firebase/mlkit-custom-image-classifier
64. #FirebaseDevDay
65. Thank You! #FirebaseDevDay Helpful resources fb.com/FirebaseThailand fb.com/groups/FirebaseDevTH medium.com/FirebaseThailand Kajornsak Peerapathananont