LLM Presentation Links (EY Week #2)

llm_preso_links_2.txt

[LLM Training and Fundamentals]
- GPT and GPT-2: https://cameronrwolfe.substack.com/p/language-models-gpt-and-gpt-2
- GPT-3 and LLM Scaling: https://cameronrwolfe.substack.com/p/language-model-scaling-laws-and-gpt
- Modern LLMs: https://cameronrwolfe.substack.com/p/modern-llms-mt-nlg-chinchilla-gopher
- Specialized LLMs: https://cameronrwolfe.substack.com/p/specialized-llms-chatgpt-lamda-galactica

[Open Source LLMs]
- LLaMA: https://cameronrwolfe.substack.com/p/llama-llms-for-everyone
- Beyond LLaMA (Imitation Models): https://cameronrwolfe.substack.com/p/beyond-llama-the-power-of-open-llms
- False Promise of Imitation: https://cameronrwolfe.substack.com/p/imitation-models-and-the-open-source
- Orca: https://cameronrwolfe.substack.com/p/orca-properly-imitating-proprietary
- MPT: https://cameronrwolfe.substack.com/p/democratizing-ai-mosaicmls-impact
- Falcon: https://cameronrwolfe.substack.com/p/falcon-the-pinnacle-of-open-source
- LIMA: https://cameronrwolfe.substack.com/p/data-is-the-foundation-of-language
- Open-Source LLM History (Part One): https://cameronrwolfe.substack.com/p/the-history-of-open-source-llms-early
- Open-Source LLM History (Part Two): https://cameronrwolfe.substack.com/p/the-history-of-open-source-llms-better
- Open-Source LLM History (Part Three): https://cameronrwolfe.substack.com/p/the-history-of-open-source-llms-imitation

[LLM Prompting]
- Chain of Thought: https://cameronrwolfe.substack.com/p/chain-of-thought-prompting-for-llms
- Practical Prompting: https://cameronrwolfe.substack.com/p/practical-prompt-engineering-part
- Advanced Prompting: https://cameronrwolfe.substack.com/p/advanced-prompt-engineering
- Prompt Ensembles: https://cameronrwolfe.substack.com/p/prompt-ensembles-make-llms-more-reliable

[LLM Tool Usage]
- Toolformer: https://cameronrwolfe.substack.com/p/teaching-language-models-to-use-tools
- Program-Aided LLMs: https://cameronrwolfe.substack.com/p/program-aided-language-models
- AI/ML Models as Tools for LLMs: https://cameronrwolfe.substack.com/p/language-models-and-friends-gorilla
- Using LLMs to create tools: https://cameronrwolfe.substack.com/p/can-language-models-make-their-own

[Other Links]
- OpenAI API Reference: https://platform.openai.com/docs/api-reference 
- LangChain: https://python.langchain.com/docs/get_started/introduction.html
- LlamaIndex: https://gpt-index.readthedocs.io/en/stable/
- ChatGPT Plugins: https://openai.com/blog/chatgpt-plugins
- Deep Dive on Prompt Injection: https://simonwillison.net/2023/May/2/prompt-injection-explained/