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August 10, 2023 13:42
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LLM Presentation Links (EY Week #2)
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[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/ |
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Hi could you make the file name .md instead of .txt this way the links would be rendered
Thank you so much for aggregating these great resources