~/talk

Getting Started with TensorFlow 2.0

Talkat Google I/O 2019 · 2019-05-07..05-09· [machine-learning, large-language-models]
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TensorFlow 2.0 alpha focuses on ease of use and reproducible examples that run in Colab runnable notebooks with one-click installs; many demos are under 50 lines (eg. an English→Spanish sequence‑to‑sequence translator and image captioning). Keras is the default API with Keras Sequential, Functional, Subclassing styles and eager execution by default; automatic graph acceleration via AutoGraph is optional. Migration tools include tf_upgrade_v2 and tf.compat.v1; SavedModel exports target TF Serving, Lite, JS and mobile. Reported gains: ~1.8× training speed on NVIDIA Teslas and 2 ms inference on Edge TPU for quantized models.

AI-written summary · about

  1. 0:00Intro
  2. 1:15Deep Learning
  3. 7:10User Experience
  4. 9:58Karos API
  5. 15:23Documentation
  6. 16:15TensorFlow Closure
  7. 23:48What is TensorFlow
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