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MATH FOUNDRY
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Classical ML
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Mindmap
Classical ML mindmap
KNN & Naive Bayes
SVMs & the Kernel Trick
Bias-variance tradeoff
Feature scaling and pre…
L1 and L2 regularization
Overfitting and general…
Linear regression
Logistic regression
Class imbalance
Classification metrics
Cross-validation
Decision trees and rand…
Gradient boosting
Clustering
Slope measures change
Dot product, norms, and…
Bayes' theorem
Common distributions
Maximum likelihood esti…