chapter: videos

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1. 1▶[UCLA RL-LLM] Chapter 2.4: In-context learning and instruction fine-tuningReinforcement Learning of Large Language ModelsNotes
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2. 2▶[UCLA RL-LLM] Chapter 2.3: Transformers II (modern transformers updates and sampling methods)Reinforcement Learning of Large Language ModelsNotes
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3. 3▶[UCLA RL-LLM] Chapter 2.2: Transformers I (BERT, GPT-1)Reinforcement Learning of Large Language ModelsNotes
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4. 4▶[UCLA RL-LLM] Chapter 2.1: NLP foundations, language modeling, RNNsReinforcement Learning of Large Language ModelsNotes
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5. 5▶[UCLA RL-LLM] Chapter 3.2: Reinforcement learning with verifiable rewards (RLVR)Reinforcement Learning of Large Language ModelsNotes
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6. 6▶[UCLA RL-LLM] Chapter 3.1: Reinforcement learning from human feedback (PPO, DPO)Reinforcement Learning of Large Language ModelsNotes
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7. 7▶[UCLA RL-LLM] Chapter 1.5: AlphaGo, test-time compute, and expert iterationReinforcement Learning of Large Language ModelsNotes
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8. 8▶[UCLA RL-LLM] Chapter 1.4: Deep policy gradient methods (PPO, GRPO)Reinforcement Learning of Large Language ModelsNotes
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9. 9▶[UCLA RL-LLM] Chapter 1.3: Deep policy gradient methods (A3C)Reinforcement Learning of Large Language ModelsNotes
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10. 10▶[UCLA RL-LLM] Chapter 1.2: Deep policy evaluationReinforcement Learning of Large Language ModelsNotes
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11. 11▶[UCLA RL-LLM] Chapter 1.1: MDP foundations, imitation learning, and value iterationReinforcement Learning of Large Language ModelsNotes
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12. 12▶[UCLA RL-LLM] Chapter 0: Course outline and prologueReinforcement Learning of Large Language ModelsNotes
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13. 13▶A quick trick for computing eigenvalues | Chapter 15, Essence of linear algebraEssence of linear algebraNotes
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14. 14▶Chapter 3 - Building Resilient Systems - Part 2Software Engineering using C#Notes
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15. 15▶Chapter 3 - Building Resilient Systems - Part 1Software Engineering using C#Notes
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16. 16▶Chapter 2 - Part 6 - Truly Understanding LinqSoftware Engineering using C#Notes
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17. 17▶Chapter 2 - Part 5 - Truly Understanding LinqSoftware Engineering using C#Notes
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18. 18▶Chapter 2 - Part 4 - Truly Understanding LinqSoftware Engineering using C#Notes
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19. 19▶Chapter 2 - Part 3 - Truly Understanding LinqSoftware Engineering using C#Notes
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20. 20▶Chapter 2 - Part 2 - Truly Understanding LinqSoftware Engineering using C#Notes
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21. 21▶Chapter 2 - Part 1 - Truly Understanding LinqSoftware Engineering using C#Notes
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22. 22▶Chapter 1 - Compiler Feature v/s Runtime FeatureSoftware Engineering using C#Notes
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23. 23▶Cramer's rule, explained geometrically | Chapter 12, Essence of linear algebraEssence of linear algebraNotes
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24. 24▶Eigenvectors and eigenvalues | Chapter 14, Essence of linear algebraEssence of linear algebraNotes
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25. 25▶Change of basis | Chapter 13, Essence of linear algebraEssence of linear algebraNotes
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26. 26▶Cross products | Chapter 10, Essence of linear algebraEssence of linear algebraNotes
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27. 27▶Cross products in the light of linear transformations | Chapter 11, Essence of linear algebraEssence of linear algebraNotes
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28. 28▶Dot products and duality | Chapter 9, Essence of linear algebraEssence of linear algebraNotes
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29. 29▶Nonsquare matrices as transformations between dimensions | Chapter 8, Essence of linear algebraEssence of linear algebraNotes
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30. 30▶Inverse matrices, column space and null space | Chapter 7, Essence of linear algebraEssence of linear algebraNotes
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31. 31▶The determinant | Chapter 6, Essence of linear algebraEssence of linear algebraNotes
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32. 32▶Three-dimensional linear transformations | Chapter 5, Essence of linear algebraEssence of linear algebraNotes
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33. 33▶Matrix multiplication as composition | Chapter 4, Essence of linear algebraEssence of linear algebraNotes
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34. 34▶Linear transformations and matrices | Chapter 3, Essence of linear algebraEssence of linear algebraNotes
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35. 35▶Linear combinations, span, and basis vectors | Chapter 2, Essence of linear algebraEssence of linear algebraNotes
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36. 36▶Vectors | Chapter 1, Essence of linear algebraEssence of linear algebraNotes
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37. 37▶Chapter 1 : Software and Software EngineeringOOSE - Object-Oriented Software EngineeringNotes
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38. 38▶Chapter 2 : Basics of Object-Orientation (Part 1)OOSE - Object-Oriented Software EngineeringNotes
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39. 39▶Chapter 2 : Inheritance, polymorphism and review of key Java concepts (Part 2)OOSE - Object-Oriented Software EngineeringNotes
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40. 40▶Chapter 3 : Reuse, frameworks, and basic client-server concepts (Part 1)OOSE - Object-Oriented Software EngineeringNotes
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41. 41▶Chapter 3 : Client-server architecture, network concepts, and networking in Java (Part 2)OOSE - Object-Oriented Software EngineeringNotes
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42. 42▶Chapter 3 : The Object Client-Server Framework (Part 3)OOSE - Object-Oriented Software EngineeringNotes
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43. 43▶Chapter 4 : Developing requirements (Part 1)OOSE - Object-Oriented Software EngineeringNotes
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44. 44▶Chapter 4 : Discussion of example requirements in the book (Part 2)OOSE - Object-Oriented Software EngineeringNotes
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45. 45▶Chapter 5 : Class Diagrams - diagramming classes with associations & multiplicity (Part 1)OOSE - Object-Oriented Software EngineeringNotes
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46. 46▶Chapter 5 : aggregation, OCL, genealogy example, process for developing diagrams (Part 2)OOSE - Object-Oriented Software EngineeringNotes
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47. 47▶Chapter 5 : developing a class diagram for the Bank Account Management System (Part 3)OOSE - Object-Oriented Software EngineeringNotes
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48. 48▶Chapter 5 Outro and Chapter 6 intro to Design PatternsOOSE - Object-Oriented Software EngineeringNotes
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49. 49▶Chapter 6 : Design Patterns - General Hierarchy; Player-Role; Singleton; Observer; DelegationOOSE - Object-Oriented Software EngineeringNotes
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50. 50▶Chapter 6 : Design Patterns - Adapter; Facade; Read-Only Interface; Proxy, etc. Intro to Chapter 7OOSE - Object-Oriented Software EngineeringNotes
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