~/talk

TensorFlow 1.0: open source machine learning

Talkat FOSSASIA Summit 2017 · 2017-03-17..03-19· [machine-learning]
slides:none on file

TensorFlow 1.0 is presented as a production-ready open source ML stack with concrete improvements: a reported 58x speed-up on 64 GPUs for Inception v3, a new C API enabling Go/Java/Haskell bindings, integrated tf.keras and Estimator higher-level APIs, and a XLA JIT compilation path for fusing ops and smaller-device performance. Community adoption shows 50k+ GitHub stars, 475+ external contributors, ~14,000 commits and 5,000 Stack Overflow answers. Added features include TensorBoard, Serving API, TPU support, and clinical-grade retinal hemorrhage detection matching expert error rates.

AI-written summary · about

  1. 0:00Introduction
  2. 1:05Platforms
  3. 2:14Multiple languages
  4. 2:43Visualization
  5. 6:37Multiple models
  6. 7:09How TensorFlow works
  7. 8:19Progress to date
  8. 11:13What can we do
  9. 17:56Case Studies
  10. 18:55Case Study of Medicine
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