KL Divergence Implementation in DeepSeek R1 - A Deep Learning Tutorial

KL Divergence Implementation in DeepSeek R1 - A Deep Learning Tutorial

Yacine Mahdid via YouTube Direct link

- Monte Carlo estimation of KL divergence: 6:42

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- Monte Carlo estimation of KL divergence: 6:42

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KL Divergence Implementation in DeepSeek R1 - A Deep Learning Tutorial

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  1. 1 - Introduction: 0:00
  2. 2 - KL Divergence in GRPO vs PPO: 1:00
  3. 3 - KL Divergence refresher: 2:30
  4. 4 - Monte Carlo estimation of KL divergence: 6:42
  5. 5 - Schulman blog: 7:58
  6. 6 - k1 = logq/p: 8:55
  7. 7 - k2 = 0.5*logp/q^2: 11:23
  8. 8 - k3 = p/q - 1 - logp/q: 13:35
  9. 9 - benchmarking: 15:58
  10. 10 - takeaways: 18:43

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