Tutorvo

A Single Neuron: Weighted Sum + Bias

Lesson 1 of 814 minLab

This lesson is part of the course

In this lesson

You build one artificial neuron that decides which Lumora Coffee Club subscribers will renew, measure its accuracy and find its decision boundary.

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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