Скачать или смотреть LLMOPS 02: Build Multi-Doc Chat with Advanced RAG | RAG in Modular Manner(Logger, Config, Exception)

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 in 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/LLM...

Mentor Profile:   / 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/doct...

Multimodel RAG Playlis:    • Multimodal RAG Systems: Comprehensive Intr...  

RAG detailed Playlist:    • End to End RAG Pipeline Part-1 | RAG Archi...  

GenAI Foundation Playlist:    • DAY - 1 | Introduction to Generative AI Co...  

Connect with me on Social Media-
LinkedIn :   / sunny-savita  
One to One Call: https://topmate.io/sunny_savita10
GitHub : https://github.com/sunnysavita10
Telegram : https://t.me/aimldlds