Date  Description  Course Materials 
Jan 8 
Introduction

[slides]

Jan 15 
Machine learning basics 
[slides]

Jan 22 
Multilayer neural networks 
[slides]

Jan 29 
Convolutional neural networks 
[slides]

Feb 5 
Chinese new year holiday; no class


Feb 12 
Optimization for training deep neural networks 
[slides]

Feb 19 
Network structures / Quiz 1 
[slides]

Feb 26 
Recurrent neural network (RNN) and LSTM 
[slides]

Mar 5 
Generative adversarial networks (GAN) 
[slides]

Mar 12 
Reinforcement learning & deep learning 
[slides]

Mar 19 
Interpretation and visualization of neural network (Prof. Bolei Zhou) 
[slides]

Mar 26 
Deep learning applications 
[movie understanding]
[object detection]
[incremental learning]

Apr 2 
Deep learning applications 
[face recognition]

Apr 9 
Course sumup / Quiz 2 

   