How TensorFlow work on Android Apps

2. Rendra Toro
CTO OLX Indonesia
GDG Manager Bogor
Android smarter
with TensorFlow

11. Not HotdogHotdog
*taken from Silicon Valley TV serials.

17. Machine Learning for Everyone
• An open-source Machine Learning platform for everyone
• Fast, flexible and production-ready
• Scales from Research to Production
TensorFlow

18. Deep Learning Basics:
Neural Networks,
Backpropagation and
Stochastic Gradient
Descent
Deep Learning Basics:
Neural Networks,
Backpropagation and
Stochastic Gradient
Descent

25. 17500+ commits since Nov 2015
475+ non-Google contributors (v1.0)
Significant external commits
6400+ repos with “TensorFlow”

26. TensorFlow community and ecosystem

35. Many tools and recipes for optimizing TensorFlow Graph
See: tensorflow/tools/graph_transforms
• Strip_unused_nodes : to remove ops for training
• remove_nodes : to remove debug nodes
• fold_batch_norms : to remove Muls for batch norm
• quantize_weights/nodes : to quantization
Graph Transform Tool

42. How it may works in the near future
TensorFlow Lite on Android
Neural Network API

51. Getting started with TensorFlow: tensorflow.org
Codelabs on codelabs.developers.google.com :
TensorFlow for Poets
TensorFlow for Poets 2 : Optimize for Mobile
What’s next ?

52. #KeepMovingForward
Developer Indonesia