Machine Learning and having it deep and structured 2015 Spring
Course Materials
Powerpoint version of the slides are available here
| Topic | Date | Video | MP4 Download | |
|---|---|---|---|---|
| Course Info | 2015/09/18 | |||
| What is Machine Learning, Deep Learning and Structured Learning? | 2015/09/18 | MP4 | Download | |
| Neural Network (Basic Ideas) | 2015/09/25 | MP4 | Download | |
| Backpropagation | 2015/10/02 | MP4 | Download | |
| Theano: DNN | 2015/10/02 | MP4 | Download | |
| Tips for Training Deep Neural Network | 2015/10/16 | MP4 | Download | |
| Neural Network with Memory | 2015/10/23 | MP4 | Download | |
| Theano: RNN | 2015/10/23 | MP4 | Download | |
| Training Recurrent Neural Network | 2015/10/30 | MP4 | Download | |
| Introduction of Structured Learning | 2015/10/30 | MP4 | Download | |
| Structured Linear Model | 2015/10/30 | MP4 | Download | |
| Structured SVM | 2015/11/06 | MP4 | Download | |
| Sequence Labeling Problem | 2015/11/13 | MP4 | Download | |
| SVM^struct | 2015/11/20 | MP4 | Download | |
| Learning with Hidden Information | 2015/11/20 | MP4 | Download | |
| Graphical Model, Gibbs Sampling | 2015/11/27 | MP4 | Download | |
| Markov Logic Network | 2015/11/27 | MP4 | Download | |
| Deep Learning for Human Language Processing | 2015/12/04 | MP4 | Download | |
| Deep Learning for Language Modeling | 2015/12/04 | MP4 | Download | |
| Convolutional Neural Network (by Prof. Winston) | 2015/12/11 | |||
| Caffe (by 呂相弘) | 2015/12/18 | |||
| Deep Reinforcement Learning (by 吳彥諶) | 2015/12/18 | |||
| Visual Question Answering (by 沈昇勳) | 2015/12/18 | |||
| Unsupervised Learning | 2015/12/25 | MP4 | Download | |
| Attention-based Model | 2016/01/08 | MP4 | Download |