LLMOPS 02: RAG Analysis & Evaluation Strategy Part-2 | Advanced RAG Pipeline in LLMOPS

Welcome to the Complete LLMOPS Project Series! In this End-to-End Advanced RAG Project, we’ll build a production-ready GenAI Document Chat System step by step. From setup → RAG pipeline → FastAPI integration → testing → deployment on AWS ECS (Fargate) — everything is covered. Series Syllabus 1️⃣ Setup & Installation – UV setup, project structure, requirements, Jupyter integration 2️⃣ RAG Implementation – Core concepts, logger, config, Pydantic models, multi-doc chat, advanced RAG (token counter, memory, evals, MMR) 3️⃣ FastAPI Integration – Overview, adding APIs, testing with Swagger UI 4️⃣ UI Integration – HTML & CSS basics, connect frontend with backend 5️⃣ Testing with Pytest – Unit & integration tests, fixtures, mocking, test cases for multi-doc chat 6️⃣ Deployment (AWS ECS Fargate) – CI/CD pipeline, GitHub Actions, workflow integration, cloud deployment LangChain – RAG pipeline DataStax AstraDB– Vector store Python – Backend + AI logic FastAPI – API layer Pytest – Testing framework AWS ECS (Fargate) – Cloud deployment Streamlit/HTML/CSS – UI Project Github: https://github.com/yashprogrammer/LLMOps_series.git Mentor Profile: https://www.linkedin.com/in/yash-patil-ux/ #AI #GenerativeAI #GenAI #LLMOPS #LangChain #LangGraph #AIagents #AgenticAI #StructuredOutput #AIautomation #RAG #AdvancedRAG #FAISS #LlamaIndex #LCEL #Python #Chatbot #OpenAI #GPT #Gemini #Google #FastAPI #AWS #CICD #AIProjects Don't miss out; learn with me! P.S. Don't forget to like and subscribe for more AI content! End-to-End-Langgraph-Project: https://github.com/sunnysavita10/doctor-appoitment-multiagent Multimodel RAG Playlist: https://www.youtube.com/watch?v=7CXJWnHI05w&list=PLQxDHpeGU14D6dm0rmAXhdLeLYlX2zk7p&pp=gAQBiAQB RAG detailed Playlist: https://www.youtube.com/watch?v=wTVTkOb3SZc&list=PLQxDHpeGU14Blorx3Ps1eZJ4XvKET1_vx&pp=gAQBiAQB GenAI Foundation Playlist: https://www.youtube.com/watch?v=ajWheP8ZD70&list=PLQxDHpeGU14D7NiPgqxC9qhKkx4jMQcDk&pp=gAQBiAQB Connect with me on