Bilkent University Logo

Bilkent University

Online Academic Catalog

Undergraduate and Graduate Programs 2019-2020


CS 559 Deep Learning

Overview of machine learning and its applications. Loss functions, numerical optimization and back-propagation. Fundamentals of feedforward neural networks. Modern architectures and techniques for training deep networks. Convolutional neural networks: basics, visualization, and techniques for efficient spatial localization in images. Recurrent neural networks and their variants. Applications of recurrent neural networks in language and image understanding, and image captioning. Recent advances in generative models learning, generative adversarial networks and variational auto encoders. Unsupervised and self-supervised representation learning. Deep reinforcement learning. Credit units: 3 ECTS Credit units: 5.

Bilkent University Main Page

Last regenerated automatically on September 16, 2019 by OAC - Online Academic Catalog Software