Tutorvo

Backpropagation: One Training Step by Hand

Lesson 5 of 820 minLab

This lesson is part of the course

In this lesson

You run one full backpropagation step for one Lumora customer: error signals, all nine gradients via the chain rule, the weight update, and you watch the loss fall.

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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