Day 22 - LLMs as a part of a System, Hackers Guide to Large Language Models, NLP Deep Dive

Dec 7 2024

• AI LLMs as part of an overall System Stanford Webinar - Large Language Models Get the Hype, but Compound Systems Are the Future of AI
  • Guide to LLM Abstrations
  • Conclusion chart - Gives props to DSPy https://www.twosigma.com/wp-content/uploads/2024/01/Charts-03-1536x1407.png
  • Recent contenders - https://github.com/SylphAI-Inc/AdalFlow Documentations and Discord
• A Hackers’ Guide to Language Models by Jeremy
  • Notebook here - https://github.com/fastai/lm-hackers

  • Note HF Leaderboard and fasteval for model trial

  • RAG

  • Very big list on h20gpt docs on different Vector/RAG implementations

  • Doing your own Finetuning

  • for MACs → MLCLLM and Llama.cpp

• Fast.ai Chapter 11 - NLP Deep Dive

• !! https://www.kaggle.com/learn-guide/5-day-genai !!

• Fast.ai
  • Lesson 7
    • Chapter 8, Chapters 11
• (DeepLearning.ai)
  • https://learn.deeplearning.ai/courses/chatgpt-prompt-eng/lesson/1/introduction
  • https://learn.deeplearning.ai/courses/google-cloud-vertex-ai/lesson/1/introduction
  • https://learn.deeplearning.ai/courses/vector-databases-embeddings-applications/lesson/1/introduction