Explore the five levels of text splitting for retrieval in this comprehensive video tutorial. Delve into the theory behind text splitting before examining each level in detail, starting with basic character splitting and progressing to more advanced techniques like recursive character splitting, document-specific splitting, and semantic splitting using embeddings. Learn about agentic splitting and discover a bonus level on alternative representation. Access code examples, visualization tools, and additional resources to enhance your understanding of these crucial text retrieval techniques.
The 5 Levels of Text Splitting for Retrieval
Overview
Syllabus
- Intro
- Theory
- Level 1: Character Split
- Level 2: Recursive Character Split
- Level 3: Document Specific Splitting
- Level 4: Semantic Splitting With Embeddings
- Level 5: Agentic Splitting
- Bonus Level: Alternative Representation
Taught by
Data Independent
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