Generative AI from Basic to Advance - LLMOPS 03: Building API with FastAPI & Swagger Testing | API Development in LLMOPS Project

Master Generative AI: From Basics to Breakthroughs in AI Models and RAG Systems

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26 learners

What you'll learn

Understand the evolution of generative AI from classical to modern techniques
Apply RAG and LangChain for building scalable AI applications
Implement end-to-end pipelines using LlamaIndex and LLM fine-tuning methods
Deploy AI models with CI/CD pipelines and container orchestration tools

This course includes

124.5 hours of video
Certificate of completion
Access on mobile and TV

Summary

Keywords

rag application rag tutorial multimodal ai python programming ai generative ai genai rag chatbot langchain sunny savita sunny savita rag

Full Transcript

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