LLM Study: From theory to implementation

Note: The recommended part is labeled with 🌟.

1. Programming

(1) LangChain🌟

(2) Groq

2. Cloud Services (API Keys)

(1) OpenAI API

(2) Groq API🌟

(3) Nvidia API

Note: I have tried. The service is limited.

3. Local Deployment

A good computer is required to implement the local deployment. Let us consider the deployment based on the API key first.

(1) Hugging Face Transformers

(2) Ollama (Meta)

4. Prompt Engineering

(1) Prompt Engineering Guide

5. Coding Study Materials

(1) LangChain Chat with Your Data

6. Videos

(1) Llama 3.1 API using Groq

I am not sure whether the API key on Groq is totally free. Let us start with some cheap models, e.g., Llama 3.1 8b Instant and Llama3 8b 8192

7. Related links

(1) Colab

(2) Lil’Log

8. Paper with Code