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NLP Academy · Lesson

Chunking and Embedding Documents

Prepare a searchable knowledge base.

Documents Are Too Big to Search Whole

A long PDF holds many topics at once. To retrieve precisely, you first split it into smaller pieces called chunks.

What Makes a Good Chunk

A good chunk is one coherent thought: a paragraph or two. Too big buries the answer; too small loses the surrounding context.

All lessons in this course

  1. Why LLMs Need Retrieval
  2. Chunking and Embedding Documents
  3. Vector Search With a Vector Store
  4. Wiring Retrieval Into the Prompt
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