The Math You Actually Need
Practical mathematical reasoning for ML engineers
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Chapter assignment
Solve three practical reasoning tasks: tensor shapes in attention, A/B test power, and gradient debugging. Explain the engineering consequence of each result.
What to do now
- Track dimensions through one layer.
- Define sample-size logic for a test.
- Name one reason gradients can fail.
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