Chunking Strategies — Retrieval-Augmented Generation (RAG) & Vector D…
Splitting content without losing meaning
Steps in Chunking Strategies
- Why Chunking Matters — beginner · How splitting decisions directly affect retrieval quality
- Fixed-Size vs Semantic Chunking — beginner · Splitting by character count versus by meaning
- Overlap and Context Preservation — beginner · Preventing important context from being cut across chunk boundaries
- Chunking Structured Documents — beginner · Handling tables, headers and other structured content
- Hierarchical and Parent-Child Chunking — beginner · Retrieving small chunks while preserving access to broader context
- Chunking Code and Technical Content — beginner · Splitting source code and technical documentation, which need different rules than prose
Part of
- Retrieval-Augmented Generation (RAG) & Vector Databases roadmap — the full learning path