Basic Classifiers and Loss Functions

Linear Classifier and Hing Loss (or Multiclass SVM Loss)

Linear Mapping (Score function)

Linear Classifier

 

Hinge Loss

Regularization

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Softmax Classifier and Softmax Loss

Softmax Loss

Cross-Entropy