thtang / adlxmlds2017

Deep learning works for ADLxMLDS (CSIE 5431) in NTU

ADLxMLDS2017

Applied Deep Learning / Machine Learning and Having It Deep and Structured

Description:

Learning the basic theory of deep learning and how to apply to various applications

Repo. content:

• Sequence labeling: Use RNN to improve phone recognition [link]
• Vedio caption: Given a video (mfcc adn fbank features here) and generate texts to describe the video [link]
• Game playing: Use Deep reinforce learning algo to play Atari games [link]
• Comic generation: Implement conditional Deep convolution GAN to generate anime faces given hair and eyes color [link]

Experiment environment:

• OS: Ubuntu 16.04.3 LTS
• Python 3
• GPU: 1080 Ti (11G RAM)
• CPU: Xeon(R) E5-2667 v4
• RAM: 500 GB