Linear Algebra & Optimization for Machine Learning

Worked-example-first, optimization-centric math - built for modern ML.

  • 36 chapters · 100 worked examples
  • Proofs, intuition, and implementation
  • ML-first framing from vectors → optimization
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36 Structured Chapters

Linear algebra and optimization built for ML.

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100 Worked Examples

Tagged, solved, reproducible.