Applied Deep Learning / Machine Learning and Having It Deep and Structured
Learning the basic theory of deep learning and how to apply to various applications
- 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]
- OS: Ubuntu 16.04.3 LTS
- Python 3
- GPU: 1080 Ti (11G RAM)
- CPU: Xeon(R) E5-2667 v4
- RAM: 500 GB