Production RAG: FAISS, BM25 & Hybrid Search
Implementing Hybrid Search (Dense + Sparse BM25), Reciprocal Rank Fusion, and RAGAS evaluation metrics.
Production architecture guides on building Hybrid RAG pipelines with FAISS, stateful LangGraph cyclical agents, and Document AI systems.
Implementing Hybrid Search (Dense + Sparse BM25), Reciprocal Rank Fusion, and RAGAS evaluation metrics.
Cyclic stateful graphs, memory persistence, tool execution, and Human-in-the-Loop validation in production.
Production-grade document AI platform with async chunk ingestion, knowledge graph exploration, and vector search.
Deep mathematical and structural walkthrough of Self-Attention, QKV projections, and multi-head attention.