dev_agi

?Overview

Python-based AI development practices include: generative AI, LLM application development cases, and LLM application development tools.

Guides

• Quickstart: A simple generative AI

• Prompt Engineering

  • Multi-wheel dialogue customer service robot based on GPT
  • Based on Think Chain Prompt Customer Service Quality Inspection

• Function Calling

  • Local function calling: mathematical calculation
  • Remote function calling: Gaode Map API implements multiple rounds of function calling
  • Fake function calling: Contact address extraction

• RAG

  • RAG Q&A based on Elasticsearch and NLTK
  • OpenAI embedding and chromadb implement text similarity retrieval
  • RAG Generative Q&A Bot

• LangChain

  • LangChain realizes OpenAI multi-round dialogue
  • LangChain Management Prompt
  • LangChain's vector database and vector search
  • RAG generational question and answer based on LangChain to implement vector retrieval
  • A practical application: ChatPDF

• Langfuse

  • Use langfuse to monitor and track LLM applications
  • Use langfuse to manage prompt templates
  • Prompt cache
  • Create langfuse's propt through Python code
  • langfuse integrates langchain for monitoring and tracking and propt management

? About me

• Wechat: 406811520
• Email: [email protected]

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If you found the code examples helpful, please give me a ! Thank you! ??