Machine Learning and having it deep and structured 2017 Spring
Homework
HW2
Video Caption Generation
| Topic |
Date |
PDF |
PPT |
Video |
| Introduction of this course |
2017/02/24 |
PDF |
PPT |
|
| Tensorflow |
Introduction |
2017/03/10 |
PPT |
|
|
| Example 1 - Word2vector |
PPT |
|
|
| Example 2 - Convolutional Neural Network |
PPT |
|
|
| Basic Structures for Deep Learning Models |
2017/03/03 |
PDF |
PPT |
Youtube 1, Youtube 2 |
| Computational Graph for Backpropagation |
2017/03/17 |
PDF |
PPT |
Youtube |
| Deep Learning for Language Modeling |
2017/03/03 |
PDF |
PPT |
Youtube |
| Special Deep Learning Structure |
Spatial Transformer Layer |
2017/03/172017/03/24 |
PDF |
PPT |
Youtube |
| Highway Network & Grid LSTM |
Youtube |
| Recursive Network |
Youtube |
| Conditional Generation by RNN |
2017/03/24 |
PDF |
PPT |
Youtube |
| Generative Adversarial Network |
Basic Idea |
2017/04/21 |
PDF |
PPT |
Youtube |
| Improving GAN |
2017/05/05 |
PDF |
PPT |
Youtube |
| GAN and Feature Representation |
2017/05/12 |
PDF |
PPT |
|
| Energy-based GAN |
2017/05/26 |
PDF |
PPT |
|
| Ensemble of GAN |
2017/05/26 |
PDF |
PPT |
|
| GAN for Chat-bot |
2017/05/19 |
PDF |
PPT |
Youtube |
| NEW GAME! |
2017/05/19 |
PDF |
PPT |
Youtube |
| Video Generation |
2017/05/26 |
PDF |
PPT |
|
| Evaluation of GAN |
2017/05/05 |
PDF |
PPT |
Youtube |
| Deep Reinforcement Learning |
A3C and DDPG |
2017/06/02 |
PDF |
PPT |
|
| Imitation Learning |
2017/06/09 |
PDF |
PPT |
|