~/talk

Introducing Tensorflow Ruby API

Talkat EuRuKo 2017 · 2017-09-29..09-30· [machine-learning, ruby]
slides:none on file

Official TensorFlow Ruby bindings are accepted as the official implementation on June 16 2017 built with SWIG and Google Protocol Buffers on top of the TensorFlow C API that lets Ruby create and serialize graphs and run pretrained models. Exposes classes like Tensor Graph Session and supports loading serialized Inception v3 models—examples show 85% top label on a puppy image and 62% on a bridge. Major limitation is the underdeveloped C API so model training and full Python-style construction remain constrained though model loading and inference work.

AI-written summary · about

  1. 0:00Introduction
  2. 3:20What is TensorFlow
  3. 8:27Dependencies: SWIG and Protobuf
  4. 13:03Ruby API classes
  5. 19:31Matrix ops and Numo gem
  6. 22:24Protobuf benefits
  7. 23:49TF C API limits
  8. 24:32Image recognition with Inception v3
  9. 29:39TensorBoard visualization
  10. 33:07Project impact
  11. 35:13Acknowledgments
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