Special Topics in Computer Engineering: Introduction to Deep Learning

Course content

Fundamental concepts in machine learning; history of artificial neuron models; perceptron learning; gradient descent and its alternatives: multi-layer perceptrons; convolutional neural networks; recurrent neural networks.