Unofficial pages of the Deep Learning course at UniZg-FER

About the course:

Lectures

Currently we only offer lectures in Croatian. We cover the following subjects: The chapters and sections refer to the textbook by Goodfellow et al.

Literature

  1. Ian Goodfellow, Yoshua Bengio and Aaron Courville. Deep Learning. MIT Press (html)
  2. Michael Nielsen. Neural Networks and Deep Learning. Determination press. (html)

Laboratory exercises

  1. Logistic regression, gradijent descent, Python, numpy: instructions.
  2. Tensorflow, fully connected models, MNIST: instructions;
  3. Convolutional models, MNIST, CIFAR: instructions;
  4. Recurrent models: instructions.
  5. Generative models: instructions.

Student projects

Interesting links