Introduction to TensorFlow using google cloud Platform

Transcript

1. TensorFlow with Google Cloud Platform
2. Ahmed Sobhy CEO at XIOT.io | @Sobhydo
4. How Can You Get Started with Machine Learning?
5. Are you a developer? ML expert? Data scientist? All of the above?
6. Democratizing ML
7. Three ways, with varying complexity: (1) Use a Cloud-based or Mobile API (Vision, Natural Language, etc.) (2) Use an existing model architecture, and retrain it or fine tune on your dataset (3) Develop your own machine learning models for new problems How Can You Get Started with Machine Learning? More flexible, but more effort required
8. Three ways, with varying complexity: (1) Use a Cloud-based or Mobile API (Vision, Natural Language, etc.) (2) Use an existing model architecture, and retrain it or fine tune on your dataset (3) Develop your own machine learning models for new problems How Can You Get Started with Machine Learning? More flexible, but more effort required
9. Intro to TensorFlow
10. A multidimensional array. A graph of operations.
11. A multidimensional array. A graph of operations.
12. Computation is defined as a directed acyclic graph (DAG) to optimize an objective function • Graph is defined in high-level language (Python) • Graph is compiled and optimized • Graph is executed (in parts or fully) on available low level devices (CPU, GPU) • Data (tensors) flow through the graph • TensorFlow can compute gradients automatically Data Flow Graphs
13. Architecture • Core in C++ • Different front ends ◦ Python and C++ today, community may add more Core TensorFlow Execution System CPU GPU Android iOS ... C++ front end Python front end ...
14. Architecture
15. Raspberry Pi Datacenters Your laptop Android iOS Portable & Scalable
16. 16 TensorFlow Playground Demo
17. Mobile TensorFlow
18. Claude Monet - Bouquet of Sunflowers Images from the Metropolitan Museum of Art (with permission) Image by @random_forests
19. Qwiklabs Free Access bit.ly/mena-06jul19-ml
20. Qwiklabs Free Access bit.ly/mena-16jul19-ml Labs bit.ly/speech-qwiklabs Labs bit.ly/vision-qwiklabs Labs bit.ly/video-qwiklabs Labs bit.ly/extract-qwiklabs
21. Qwiklabs Free Access bit.ly/mena-03aug19-tf Labs qwiklabs.com/quests/83 Break for 5 minutes! Back soon :)
22. • Free Qwiklabs Access bit.ly/mena-16jul19-ml • Free Coursera Access bit.ly/studyjam-coursera • All Recorded sessions bit.ly/gdr-online-2019 • Feedback Form bit.ly/studyjam-feedback • Full schedule bit.ly/session-schedule
23. tensorflow.org github.com/tensorflow Want to learn more? Coursera Intro to TensorFlow : coursera.org/learn/intro-tensorflow Udacity class on Deep Learning, goo.gl/iHssII Guides, codelabs, videos MNIST for Beginners, goo.gl/tx8R2b TensorFlow Resources, tensorflow.org/resources TensorFlow for Poets, goo.gl/bVjFIL ML Recipes, goo.gl/KewA03 TensorFlow and Deep Learning without a PhD, goo.gl/pHeXe7 What's Next
24. Questions?
25. Thank you! @Sobhydo www.xiot.io