# Linear models

[[Scikit-learn]]

  - [[SVC]] / [[SVR]]
    - [[Sklearn]] wraps [[libLinear]] and [[libSVM]]
    - Compile yourself for multicore support
  - LogisticRegression / LinearRegression + regularizers
  - SGDClassifier / SGDRegressor

[[Vowpal Wabbit]]

  - [[FTRL]]

Regularization parameter (C, alpha, lambda, ...)

  - Start with very small value and increase it.
  - SVC starts to work slower as C increases

Regularization type

  - L1/L2/L1+L2
  - L1 can be used for feature selection