ML 101 Introduction and Qwiklabs

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1. ML 101 Introduction & Qwiklabs Mohamedsipli, MLCC Facilitator, Google @mohamedsipli
2. Machine Learning
3. Machine Learning is learning from examples and experience
5. Classify pictures in Google Photos Smart reply in Inbox Pedestrian detection Self-driving cars Recommendations for the next video in Youtube Targeted ads to display in Adwords Spam detection in Gmail At Google, we apply machine learning in nearly all our products
7. How would we do this without ML?
8. How would we do this without ML?
9. What about a dog... and a mop? Easy, right?
10. Not so fast...
11. Two ways to add ML to your apps Machine Learning Engine TensorFlow Vision API Translation API Speech API Natural Language API Video Intelligence API Custom ML models Cloud API
12. Two ways to add ML to your apps Machine Learning Engine TensorFlow Vision API Translation API Speech API Friendly machine learning Natural Language API Video Intelligence API Custom ML models Cloud API
13. Cloud Vision
14. http://engineering.giphy.com GIPHY: Cloud Vision in production
15. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which Confidential & Proprietary Label & web detection OCR Logo detection Explicit content detection Crop hints Landmark detection
16. cloud.google.com/vision You can try out the ML APIs in your browser © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated.
17. Cloud Video Intelligence
18. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which Video & scene-level annotations Regionalization Shot change detection Explicit content detection Label detection
19. cloud.google.com/video-intelligence You can try out the ML APIs in your browser © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated.
20. Cloud Speech
21. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of company and product names may be trademarks of the Google Inc. All other ch they are Speech to text transcription Speech timestamps Profanity filtering Batch & streaming transcription
22. 2 Send audio to Cloud Speech for transcription & timestamps 1 Extract audio from a video 3 Visualize & search videos in a UI Demo: speech timestamps cloud.google.com/speech
23. Cloud Translation
24. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which Translate text Detect language
25. Cloud Natural Language
26. © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of company and product names may be trademarks of the Google Inc. All other hich they are Extract entities Detect sentiment Analyze syntax Classify content
27. Analyze syntax Dependency Parse label Part of speech Lemma det The nn natural nn language nsubj API root helps nsubj us ccomp understand dobj text p . DET NOUN NOUN NOUN VERB PRON VERB NOUN PUNC T help Number = SINGULAR Proper = PROPER Number = SINGULAR Proper = PROPER Number = SINGULAR Proper = PROPER Mood = INDICATIVE Number = SINGULAR Person = THIRD Tense = Present Case = ACCUSATIVE Number = PLURAL Person = FIRST Number = SINGULAR Morphology © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated.
28. cloud.google.com/natural-language Try Cloud NL in the browser © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated.
29. Qwiklabs
31. https://www.qwiklabs.com/ You can try out the Qwiklabs in your browser © 2017 Google Inc. All rights reserved. Google and the Google logo are trademarks of Google Inc. All other company and product names may be trademarks of the respective companies with which they are associated.
32. References ML & AI: • https://developers.google.com/machine-learning/crash-course/ • https://kaggle.com • https://www.tensorflow.org/ • https://js.tensorflow.org/ • https://www.coursera.org/specializations/machine-learning • https://www.coursera.org/specializations/data-science-python • http://cloud.google.com/
33. Thank You! @