DateDescriptionCourse 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 sum-up / Quiz 2