Problem

mdbook test is failing on 27+ code blocks across 7 documentation chapters. Code blocks containing formulas, pseudocode, and example code are being treated as compilable Rust code.

Files Affected

• ✅ src/ml-fundamentals/apriori.md (15 failures) - FIXED
• ✅ src/ml-fundamentals/tsne.md (7 failures) - FIXED
• src/examples/community-detection.md (3 failures)
• src/examples/isolation-forest-anomaly.md (1 failure)
• src/examples/lof-anomaly.md (3 failures)
• src/examples/spectral-clustering.md (4 failures)
• src/examples/tsne-visualization.md (1 failure)

Solution

Convert code blocks to appropriate types:

• Mathematical formulas → ```text
• Pseudocode → ```text
• Example code with placeholders → ```rust,ignore

Acceptance Criteria

• All mdbook tests pass
• No compilation errors in documentation
• Formulas remain readable
• Example code properly marked