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GShard- Scaling Giant Models with Conditional Computation and Automatic Sharding

GShard- Scaling Giant Models with Conditional Computation and Automatic Sharding

Yannic Kilcher via YouTube Direct link

- Backpropagation in Mixture-of-Experts

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- Backpropagation in Mixture-of-Experts

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Classroom Contents

GShard- Scaling Giant Models with Conditional Computation and Automatic Sharding

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  1. 1 - Intro & Overview
  2. 2 - Main Results
  3. 3 - Mixture-of-Experts
  4. 4 - Difference to Scaling Classic Transformers
  5. 5 - Backpropagation in Mixture-of-Experts
  6. 6 - MoE Routing Algorithm in GShard
  7. 7 - GShard Einsum Examples
  8. 8 - Massively Multilingual Translation
  9. 9 - Results
  10. 10 - Conclusion & Comments

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