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  1. [UCLA RL-LLM] Chapter 2.4: In-context learning and instruction fine-tuningReinforcement Learning of Large Language ModelsNotes
  2. [UCLA RL-LLM] Chapter 2.3: Transformers II (modern transformers updates and sampling methods)Reinforcement Learning of Large Language ModelsNotes
  3. [UCLA RL-LLM] Chapter 2.2: Transformers I (BERT, GPT-1)Reinforcement Learning of Large Language ModelsNotes
  4. [UCLA RL-LLM] Chapter 2.1: NLP foundations, language modeling, RNNsReinforcement Learning of Large Language ModelsNotes
  5. [UCLA RL-LLM] Chapter 3.2: Reinforcement learning with verifiable rewards (RLVR)Reinforcement Learning of Large Language ModelsNotes
  6. [UCLA RL-LLM] Chapter 3.1: Reinforcement learning from human feedback (PPO, DPO)Reinforcement Learning of Large Language ModelsNotes
  7. [UCLA RL-LLM] Chapter 1.5: AlphaGo, test-time compute, and expert iterationReinforcement Learning of Large Language ModelsNotes
  8. [UCLA RL-LLM] Chapter 1.4: Deep policy gradient methods (PPO, GRPO)Reinforcement Learning of Large Language ModelsNotes
  9. [UCLA RL-LLM] Chapter 1.3: Deep policy gradient methods (A3C)Reinforcement Learning of Large Language ModelsNotes
  10. [UCLA RL-LLM] Chapter 1.2: Deep policy evaluationReinforcement Learning of Large Language ModelsNotes
  11. [UCLA RL-LLM] Chapter 1.1: MDP foundations, imitation learning, and value iterationReinforcement Learning of Large Language ModelsNotes
  12. [UCLA RL-LLM] Chapter 0: Course outline and prologueReinforcement Learning of Large Language ModelsNotes
  13. Probability for Life Science, Lecture 15, Math 3C, UCLAProbability for Math Science: UCLA Math 3C [Complete]Notes
  14. Probability for Life Science, Lecture 5, Math 3C, UCLAProbability for Math Science: UCLA Math 3C [Complete]Notes
  15. Probability for Life Science, Lecture 13, Math 3C, UCLAProbability for Math Science: UCLA Math 3C [Complete]Notes
  16. Probability for Life Science, Lecture 14, Math 3C, UCLAProbability for Math Science: UCLA Math 3C [Complete]Notes
  17. Probability for Life Science, Lecture 12, Math 3C, UCLAProbability for Math Science: UCLA Math 3C [Complete]Notes
  18. Probability for Life Science, Lecture 11, Math 3C, UCLAProbability for Math Science: UCLA Math 3C [Complete]Notes
  19. Probability for Life Science, Lecture 10, Math 3C, UCLAProbability for Math Science: UCLA Math 3C [Complete]Notes
  20. Probability for Life Science, Lecture 9, Math 3C, UCLAProbability for Math Science: UCLA Math 3C [Complete]Notes
  21. Probability for Life Science, Lecture 8, Math 3C, UCLAProbability for Math Science: UCLA Math 3C [Complete]Notes
  22. Probability for Life Science, Lecture 6, Math 3C, UCLAProbability for Math Science: UCLA Math 3C [Complete]Notes