Deep Learning

Introduction, Motivation slides

Perceptron, Feedforward Neural Network, Back propagation

Introduction, Motivation slides

Regularization

Regularization Slides

Regularization

Word2vec (Part 1)

Word2vec slides

Word2vec (Part 2)

Word2vec slides

Sum-Product Networks

SPN slides

Sum-Product Networks

SPN slides

Recurrent neural network

RNN Slides

Recurrent neural network

RNN Slides

Convolutional network

CNN Slides

Restricted Boltzmann Machine  (RBM)

RBM Slides

Theano