Deep Learning

ICS 504 - Deep Learning (3-0-3)

Deep Learning models and their applications in real world, foundations of deep learning networks training and optimization, deep learning models for spatial and temporal data processing, analysis of prominent deep learning models such as Convolutional Neural Networks (CNNs), Recurrent and Recursive Networks, Long-Short Term Memory (LSTM), Residuals Networks, and Generative Adversarial Networks (GANs), One-Shot Learning and Deep Reinforcement Learning.

Pre-requisites: ICS502