# Classification and Regression

### Classification

[Decision tree classifier](decision-trees)&#x20;

[Random forest classifier](random-forests)&#x20;

[Gradient-boosted tree classifier ](gradient-boosted-trees-gbts)

[Multilayer perceptron classifier](multilayer-perceptron-classifier)&#x20;

[Linear Support Vector Machine ](linear-support-vector-machine)

[One-vs-Rest classifier (a.k.a. One-vs-All) ](onevsrest)

[Naive Bayes](naive-bayes-classifiers)

### Regression

[Linear regression](linear-regression)&#x20;

[Generalized linear regression](generalized-linear-regression)&#x20;

[Decision tree regression](decision-tree-regression)&#x20;

[Random forest regression](random-forest-regression)&#x20;

[Gradient-boosted tree regression ](gradient-boosted-tree-regression)

[Survival regression](survival-regression)&#x20;

[Isotonic regression](isotonic-regression)
