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Demos

ML Systems reference search

Search an adapted open textbook on machine learning systems, the same index the MCP server uses.

At least 3 characters. Try "quantization" or "data drift".

How it works

The book's chapters are split into sections and indexed with SQLite full-text search, ranked by BM25 with section headings weighted above body text. It's the same index the MCP server builds, saved as a read-only file.

Your words are reduced to plain tokens and passed as bound parameters, so search operators and SQL never reach the database. Nothing you type is stored or logged.

Model card

Data
Adapted edition of V. J. Reddi's Machine Learning Systems, CC BY-NC-SA 4.0
Method
Not applicable (BM25 keyword retrieval, no training)
Limits
  • Keyword search: it matches words, not meaning.

Credit

Text from Machine Learning Systems (opens in new tab) by Vijay Janapa Reddi, adapted, under CC BY-NC-SA 4.0 (opens in new tab). The index and server are in the project repository (opens in new tab).