Validate LLM Embeddings for Production Use

Master the critical skills needed to validate and deploy embedding models in production environments. This hands-on course teaches you to systematically evaluate semantic search systems using industry-standard tools including sentence-transformers, FAISS, and UMAP. You'll learn to generate embeddings, build efficient vector indices, and validate retrieval quality through quantitative recall metrics. Through real-world scenarios, you'll diagnose embedding quality issues by visualizing high-dimensional data, identifying anomalous clusters, and implementing data cleanup workflows. The course culm…