chore: import upstream snapshot with attribution

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wehub-resource-sync
2026-07-13 13:38:23 +08:00
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Choosing a classification algorithm
First steps with scikit-learn
Training a perceptron via scikit-learn
Modeling class probabilities via logistic regression
Logistic regression intuition and conditional probabilities
Learning the weights of the logistic cost function
Training a logistic regression model with scikit-learn
Tackling overfitting via regularization
Maximum margin classification with support vector machines
Maximum margin intuition
Dealing with the nonlinearly separable case using slack variables
Alternative implementations in scikit-learn
Solving nonlinear problems using a kernel SVM
Using the kernel trick to find separating hyperplanes in higher dimensional space
Decision tree learning
Maximizing information gain getting the most bang for the buck
Building a decision tree
Combining weak to strong learners via random forests
K-nearest neighbors a lazy learning algorithm
Summary