TensorFlow.js Workshop


Duration: 180 mins
Brian Sletten
Forward Leaning Software Engineer

The numerics of machine learning seem like the least likely thing you would expect to run in a browser. TensorFlow.js provides exactly that. This Javascript implementation of the TensorFlow APIs is backed by GPU-accelerated WebGL, WebAssembly and the optimizations available to modern Javascript engines.

Now, as our production systems become more distributed geographically, we can push some ML capabilities to the edge.

Imagine:

  • Reusing existing models in distributed and decentralized architectures
  • Image and object detection from local video streams
  • Event classification from IoT-based sensors
  • Interact with WebAssembly-optimized code on all browsers and platforms
  • Natural Language Processing of user text and audio

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