VEL ORENDISVel Orendis

Search and RAG

Lexical search, embeddings, vector databases, ingestion, chunking.

9 lessonsquests, about 1.6 h. None is open yet: they open here as they are written. Take them in any order.

Introductory4 lessonsquests

  1. The RAG pipelineBeing written10 min
  2. Lexical search and BM25Being written12 min
  3. Ingestion apart from queryingBeing written10 min
  4. Embeddings and similarityBeing written12 min

Intermediate5 lessonsquests

  1. Vector search, exact and approximateBeing written12 min
  2. Vectors in PostgreSQLBeing written10 min
  3. Chunking long documentsBeing written12 min
  4. Shipping embeddingsBeing written10 min
  5. Freshness, metadata and live retrievalBeing written10 min