Software Engineering
Scaling up RAG with Vector Databases using JavaScript
Build and query a vector database for RAG: preprocess documents, store chunk embeddings in ChromaDB, retrieve relevant chunks with metadata filters and weighting, craft multi-chunk prompts, manage collection updates, and scale ingestion with batch strategies.
JavaScript
NodeJS
4 lessons
17 practices
2 hours
RAG Systems and Vector Databases
Course details
Scaling Up RAG with Vector Databases: Document Chunking in JavaScript
Implementing Word-Based Text Chunking
Refining Text Chunking with Sentence Boundaries in JavaScript
Chunking Text with Overlap in JavaScript
Organizing Text Chunks with Metadata in JavaScript
Enhancing Text Chunking with Keyword Detection
Join the 1M+ learners on CodeSignal
Be a part of our community of 1M+ users who develop and demonstrate their skills on CodeSignal
