Tutorvo

Softmax & Multi-Class Probabilities

Lesson 7 of 815 minLab

This lesson is part of the course

In this lesson

You turn the network's raw scores for six Lumora support tickets into probabilities over three classes, pick the predicted class and score it with categorical cross-entropy.

Buy the course once for $9.99 to unlock every lesson and lab, the final exam and the certificate – lifetime access, no subscription.

Lessons in this course

  1. A Single Neuron: Weighted Sum + BiasLab14 min Locked
  2. Activation Functions: Step, Sigmoid, tanh & ReLULab14 min Locked
  3. Forward Pass of a 2-2-1 NetworkLab16 min Locked
  4. Loss Functions: MSE vs Cross-EntropyLab14 min Locked
  5. Backpropagation: One Training Step by HandLab20 min Locked
  6. Learning Rate: Five Steps, Three SpeedsLab16 min Locked
  7. Softmax & Multi-Class ProbabilitiesLab15 min Locked
  8. Overfitting: Train vs Test Error & Early StoppingLab14 min Locked