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
Mar 5 Reinforcement learning & deep learning
Mar 12 Generative adversarial networks (GAN)
Mar 19 Interpretation and visualization of neural network (Prof. Bolei Zhou)
Mar 26 Deep learning for video analysis (Prof. Dahua Lin)
Apr 2 Deep learning for biomedical applications (Prof. Shaoting Zhang)
Apr 9 Course sum-up / Quiz 2