llm-books  by morsoli

LLM application development notes

created 2 years ago
730 stars

Top 48.4% on sourcepulse

GitHubView on GitHub
Project Summary

This repository provides practical notes and implementation guides for building applications with Large Language Models (LLMs), targeting AI application developers and researchers. It offers hands-on experience with popular frameworks like LangChain and LlamaIndex, alongside in-depth coverage of LLM security, LLMOps, RAG, and multi-agent systems.

How It Works

The project serves as a comprehensive, evolving guide to LLM application development. It breaks down complex topics into digestible chapters, including practical code examples and API integrations. The approach emphasizes hands-on learning, covering everything from basic LLM concepts and OpenAI API usage to advanced topics like RAG system evaluation and multi-agent frameworks.

Quick Start & Requirements

  • Local Reading: Build a GitBook image using docker build . -t <image:tag> or run a pre-built image:
    cd llm-book
    docker run --rm -v "$PWD/LLMProjects:/gitbook" -p 4000:4000 morso1/gitbook-server:3.2.3 gitbook serve
    
    Access at http://localhost:4000.
  • Prerequisites: Docker.

Highlighted Details

  • Covers foundational LLM concepts and OpenAI API integration.
  • Detailed guides on LangChain and LlamaIndex for building RAG systems.
  • Includes dedicated chapters on LLM security, LLMOps, and multi-agent systems.
  • Features sections on evaluating LLM applications and comparing domestic model vendors.

Maintenance & Community

The project is actively maintained by morsoli, with a focus on expanding content related to LLM application development. Links to community channels or roadmaps are not explicitly provided in the README.

Licensing & Compatibility

The repository's licensing is not specified in the README. Compatibility for commercial use or closed-source linking is therefore undetermined.

Limitations & Caveats

The project is presented as a set of practical notes and may not represent a fully curated or production-ready framework. Specific version requirements for dependencies beyond Docker are not detailed.

Health Check
Last commit

8 months ago

Responsiveness

Inactive

Pull Requests (30d)
0
Issues (30d)
0
Star History
24 stars in the last 90 days

Explore Similar Projects

Feedback? Help us improve.