Self-Adaptive RAG: AI That LEARNS On Its Own! 🤯 (LangChain + ChromaDB Tutorial

Description

🔥 Learn how to build a Self-Adaptive RAG system that automatically optimizes its retrieval strategy based on query complexity! This advanced AI technique uses LangChain, ChromaDB, and Groq's free LLM endpoints to create intelligent systems that adapt in real-time. Github -https://github.com/siddharth-Kharche/Self-Adaptive-RAG 🚀 What You'll Learn: ✅ Self-Adaptive RAG implementation from scratch ✅ Query complexity assessment using LLMs ✅ Dynamic retrieval strategies (standard, query expansion, multi-hop) ✅ Vector database setup with ChromaDB ✅ Nomic embeddings integration ✅ Free Groq API setup for production-ready systems 💡 This self-reflective AI approach outperforms traditional RAG by analyzing query complexity and automatically choosing the best retrieval strategy - no manual tuning needed! 🛠️ Tech Stack: - LangChain (RAG framework) - ChromaDB (Vector database) - Groq API (Free LLM endpoints) - Nomic Embeddings (nomic-embed-text-v1.5) - HuggingFace - Python 📂 GitHub Code: [Your GitHub Link] 🔑 Get Free Groq API Key: https://console.groq.com/keys 🔑 HuggingFace Token: https://huggingface.co/settings/tokens Self-Adaptive RAG RAG tutorial LangChain ChromaDB Retrieval Augmented Generation Self-Reflective AI Vector Database Groq API AI tutorial Machine Learning Python tutorial Nomic embeddings Query expansion Multi-hop retrieval LLM tutorial AI engineering Data science NLP tutorial Semantic search RAG 2025 Advanced RAG RAG techniques Self-RAG Adaptive AI AI optimization Vector embeddings HuggingFace AI development ML engineering LangChain RAG ChromaDB tutorial Free LLM API Groq tutorial AI agents LLM framework Document retrieval Context enrichment Query processing AI systems Production AI RAG pipeline Vector search Embeddings tutorial AI projects GitHub AI Open source AI Python AI FastAPI Streamlit AI architecture #SelfAdaptiveRAG #RAG #LangChain #ChromaDB #AIEngineering #MachineLearning #VectorDatabase #AI #ArtificialIntelligence #Python #DataScience #MLEngineering #NLP #SemanticSearch #AITutorial #TechTutorial #AIProjects #OpenSourceAI #GroqAPI #LLM #GenerativeAI #RAG2025 #AIInnovation #DeepLearning #MLOps 💼 Perfect for: AI Engineers, ML Developers, Data Scientists, Software Engineers building production RAG systems 🔔 Subscribe for more advanced AI/ML tutorials! #SelfAdaptiveRAG #LangChain #ChromaDB #RAG #AITutorial #MachineLearning #VectorDatabase #GroqAPI #RetrievalAugmentedGeneration #AIEngineering