Exercise 1 — Chunk, embed and store the manuals

Guided practice5 min
Time
25-35 min
You need
the kit, the venv, Ollama running with nomic-embed-text pulled
Deliverable
the count printed in Step 5 (31) and the three hits of Step 6, pasted in a text file

The lab kit of the course: https://github.com/hrhouma2/aiopsatlas-ml-data-diagnostics-labs-en

Goal

NorthPeak's six manuals must become searchable by meaning. You will split them into paragraphs, merge the paragraphs into chunks of about 600 characters with one paragraph of overlap, tag every chunk with its source and machine_type, embed the chunks with nomic-embed-text, and store everything in a Chroma collection on disk. This store is the one every later week uses. Build it once, build it right.

Preview — the rest of the lesson is for enrolled readers.

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This lesson is part of the “Week 9 — Retrieval and vector databases” module

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