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Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity

Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity

Yannic Kilcher via YouTube Direct link

- Model-, Data- and Expert-Parallelism

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- Model-, Data- and Expert-Parallelism

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Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity

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  1. 1 - Intro & Overview
  2. 2 - Performance Gains from Scale
  3. 3 - Switch Transformer Architecture
  4. 4 - Model-, Data- and Expert-Parallelism
  5. 5 - Experimental Results
  6. 6 - Stabilizing Training
  7. 7 - Distillation into Dense Models
  8. 8 - Final Comments

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