~/talk

Keras 3: Deep Learning made easy

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Keras 3 is a ground up rewrite that restores multi-backend support for JAX PyTorch and TensorFlow plus NumPy inference and a backend agnostic .keras save format so a model trained in JAX can load under TensorFlow for deployment via Connect and TensorFlow Serving. It adds an ops family of ~200 backend agnostic tensor functions, over 100 built in layers, a tabular API, RNG and distributed training with model parallelism and quantization. Simple MNIST examples go from 92% to 99% accuracy as layers are added.

AI-written summary · about

  1. 0:00Introduction
  2. 6:05Progressive disclosure of complexity
  3. 8:25Reticulate
  4. 12:24Ops family
  5. 14:45Outro
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