Natural Language Understanding I - Spring 2023

Natural Language Understanding I - Spring 2023

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Stanford XCS224U: NLU I Intro & Evolution of Natural Language Understanding, Pt. 1 I Spring 2023

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Stanford XCS224U: NLU I Intro & Evolution of Natural Language Understanding, Pt. 1 I Spring 2023

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Natural Language Understanding I - Spring 2023

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  1. 1 Stanford XCS224U: NLU I Intro & Evolution of Natural Language Understanding, Pt. 1 I Spring 2023
  2. 2 Stanford XCS224U: Natural Language Understanding I Course Overview, Part 2 I Spring 2023
  3. 3 Stanford XCS224U: Natural Language Understanding I Homework 1 I Overview: Bake Off
  4. 4 Stanford XCS224U: NLU I Contextual Word Representations, Part 1: Guiding Ideas I Spring 2023
  5. 5 Stanford XCS224U: NLU I Contextual Word Representations, Part 2: Transformer I Spring 2023
  6. 6 Stanford XCS224U: NLU I Contextual Word Representations, Part 3: Positional Encoding I Spring 2023
  7. 7 Stanford XCS224U: NLU I Contextual Word Representations, Part 4: GPT I Spring 2023
  8. 8 Stanford XCS224U: NLU I Contextual Word Representations, Part 5: BERT I Spring 2023
  9. 9 Stanford XCS224U: NLU I Contextual Word Representations, Part 6: RoBERTa I Spring 2023
  10. 10 Stanford XCS224U: NLU I Contextual Word Representations, Part 7: ELECTRA I Spring 2023
  11. 11 Stanford XCS224U: NLU I Contextual Word Representations, Part 8: Seq2seq Architectures I Spring 2023
  12. 12 Stanford XCS224U: NLU I Contextual Word Representations, Part 9: Distillation I Spring 2023
  13. 13 Stanford XCS224U: NLU I Contextual Word Representations, Part 10: Wrap-up I Spring 2023
  14. 14 Stanford XCS224U: Natural Language Understanding I Homework 2 I Spring 2023
  15. 15 Stanford XCS224U: NLU I Information Retrieval, Part 1: Guiding Ideas I Spring 2023
  16. 16 Stanford XCS224U: NLU I Information Retrieval, Part 2: Classical IR I Spring 2023
  17. 17 Stanford XCS224U: NLU I Information Retrieval, Part 3: IR metrics I Spring 2023
  18. 18 Stanford XCS224U: NLU I Information Retrieval, Part 4: Neural IR I Spring 2023
  19. 19 Stanford XCS224U: NLU I Information Retrieval, Part 5: Datasets and Conclusion I Spring 2023
  20. 20 Stanford XCS224U: Natural Language Understanding I In-context Learning, Pt 1: Origins I Spring 2023
  21. 21 Stanford XCS224U: NLU I In-context Learning, Part 2: Core Concepts I Spring 2023
  22. 22 Stanford XCS224U: NLU I In-context Learning, Part 3: Current Moment I Spring 2023
  23. 23 Stanford XCS224U: NLU I In-context Learning, Part 4: Techniques and Suggested Methods I Spring 2023
  24. 24 Stanford XCS224U: Natural Language Understanding I Homework 3 I Spring 2023
  25. 25 Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Part 1: Overview I Spring 2023
  26. 26 Stanford XCS224U I Behavioral Eval of NLU Models, Pt 2: Analytical Considerations I Spring 2023
  27. 27 Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Part 3: Compositionality I Spring 2023
  28. 28 Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Part 4: COGS and ReCOGS I Spring 2023
  29. 29 Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Pt 5: Adversarial Testing I Spring 2023
  30. 30 Stanford XCS224U: NLU I Behavioral Evaluation of NLU Models, Part 6: Adversarial NLI I Spring 2023
  31. 31 Stanford XCS224U: NLU I Behavioral Eval of NLU Models, Pt 7: DynaSent and Conclusion I Spring 2023
  32. 32 Stanford XCS224U: Natural Language Understanding I Lit Review Overview I Spring 2023
  33. 33 Stanford XCS224U: NLU I Analysis Methods for NLU, Part 1: Overview I Spring 2023
  34. 34 Stanford XCS224U: NLU I Analysis Methods for NLU, Part 2: Probing I Spring 2023
  35. 35 Stanford XCS224U: NLU I Analysis Methods for NLU, Part 3: Feature Attribution I Spring 2023
  36. 36 Stanford XCS224U I Analysis NLU, Pt 4: Casual Abstraction & Interchange Intervention Training (IIT)
  37. 37 Stanford XCS224U: Analysis NLU, Part 5: Distributed Alignment Search (DAS) & Conclusion I Spring 23
  38. 38 Stanford XCS224U: Natural Language Understanding I Experiment Protocol Overview I Spring 2023
  39. 39 Stanford XCS224U: NLU I NLP Methods and Metrics, Part 1: Overview I Spring 2023
  40. 40 Stanford XCS224U: NLU I NLP Methods and Metrics, Part 2: Classifier Metrics I Spring 2023
  41. 41 Stanford XCS224U: NLU I NLP Methods and Metrics, Part 3: Generation Metrics I Spring 2023
  42. 42 Stanford XCS224U: NLU I NLP Methods and Metrics, Part 4: Datasets I Spring 2023
  43. 43 Stanford XCS224U: NLU I NLP Methods and Metrics, Part 5: Data Organization I Spring 2023
  44. 44 Stanford XCS224U: NLU I NLP Methods and Metrics, Part 6: Model Evaluation & Conclusion I Spring 2023
  45. 45 Stanford XCS224U: NLU I Presenting Your Research, Part 1: Your Papers I Spring 2023
  46. 46 Stanford XCS224U: NLU I Presenting Your Research, Part 2: Writing NLP Papers I Spring 2023
  47. 47 Stanford XCS224U: NLU I Presenting Your Research, Part 3: NLP Conference Submission I Spring 2023
  48. 48 Stanford XCS224U: NLU I Presenting Your Research, Part 4: Giving Talks I Spring 2023
  49. 49 Stanford XCS224U: NLU I Fantastic Language Models and How to Build Them, Part 1 I Spring 2023
  50. 50 Stanford XCS224U: NLU I Fantastic Language Models and How to Build Them, Part 2 I Spring 2023

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