Step 1: Function Set

Step 2: Goodness of a Function

Cross Entropy

Step 3: Find the best Function(Gradient Descent)

no squarre error

Discriminative 有时优于 Generative(几率模型:Naive Bayes)

Multi-class Classification

Softmax ==> 0<y<1

Limitation of Logistic Regression

 

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