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Part II

Regression and Classification

10 chapters, from the first idea to the working mechanism.

  1. III-07Linear RegressionExplore →
  2. III-08Least Squares and the Closed-Form Best FitExplore →
  3. III-09Gradient Descent for Linear RegressionExplore →
  4. III-10Multiple Linear RegressionExplore →
  5. III-11Polynomial FeaturesExplore →
  6. III-12RegularizationExplore →
  7. III-13Logistic RegressionExplore →
  8. III-14Decision Thresholds and Confusion MatrixExplore →
  9. III-15Precision, Recall, F1 and ROCExplore →
  10. III-16Multiclass Classification and Softmax RegressionExplore →