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Descending Through a Crowded Valley - Benchmarking Deep Learning Optimizers

Descending Through a Crowded Valley - Benchmarking Deep Learning Optimizers

Yannic Kilcher via YouTube Direct link

- Tuning on Single Seeds

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6 of 9

- Tuning on Single Seeds

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Classroom Contents

Descending Through a Crowded Valley - Benchmarking Deep Learning Optimizers

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  1. 1 - Introduction & Overview
  2. 2 - The Overwhelming Amount of Optimizers
  3. 3 - Compared Optimizers
  4. 4 - Default Parameters & Tuning Distribution
  5. 5 - Deep Learning Problems Considered
  6. 6 - Tuning on Single Seeds
  7. 7 - Results & Interpretation
  8. 8 - Learning Rate Schedules & Noise
  9. 9 - Conclusions & Comments

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