Lecture 3: Neural Networks

Linear and multilayer Perceptron, loss functions, activation functions, pooling, weight sharing, convolutional layers, gradient descent, backpropagation.

Slides

Videos

Supplementary Slides

• Linear Models

• CNNs

Lecture Notes

Accompanying notes for this lecture can be found here.