The document summarizes a meetup discussing deep learning and Docker. It covered Yuta Kashino introducing BakFoo and his background in astrophysics and Python. The meetup discussed recent advances in AI like AlphaGo, generative adversarial networks, and neural style transfer. It provided an overview of Chainer and arXiv papers. The meetup demonstrated Chainer 1.3, NVIDIA drivers, and Docker for deep learning. It showed running a TensorFlow tutorial using nvidia-docker and provided Dockerfile examples and links to resources.

1. 2016-07-02 @chainer Meetup #03

2. Yuta Kashino
• BakFoo, Inc. CEO
• Astro Physics /Observational Cosmology
• Zope / Python
• Realtime Data Platform for Enterprise

3. •
• Docker / nvidia-docker
•

4. 1:

5. GPU
…
…

6. AI
Alpha Go FaceBook
DarkForest
…

7. Neural Style Transfer

8. AI
Generative Adversarial Nets DRAW

9. Chainer
…
…

10. 2:
arXiv

11. arXiv>stat>stat.ML

12. • ML/DL 10-20
•
•
• …

13. Chainer …
•
•
•

14. 3:

15. • chainer1.3 1.10.0
• NVIDIA Driver / CUDA / DL
…
• (chainer trainer )
• DL

17. Docker

18. Docker App
A
Hypervisor (Type 2)
Host OS
Server
Guest
OS
Bins/
Libs
App
A’
Guest
OS
Bins/
Libs
App
B
Guest
OS
Bins/
Libs
VM
Guest
OS
Guest
OS
App A’
Docker
Host OS
Server
Bins/Libs
App A
Bins/Libs
App B
App B’
App B’
App B’
Container
• linux
)
• / / / /
CPU/ /Disk

19. nvidia-docker
• NVIDIA GPU
https://github.com/NVIDIA/nvidia-docker

20. Docker
• https://github.com/bakfoo/dl-docker/
blob/master/Dockerfile.cgpu
• Dockerfile
docker build -t bakfoo/dl-docker:cgpu -f
Dockerfile.cgpu .

21. Docker
nvidia-docker run -it -p 8888:8888 -p
6006:6006 -v ~/sandbox:/root/sandbox
bakfoo/dl-docker:cgpu bash

22. Demo
• TensorFlow Wide & Deep Learning Tutorial

23. • nvidia-docker
•
• arXiv
•
• Dockerfile

24. • Docker
• DL
Docker
• GPU
Docker Hub pull …

25. • 3 /3
• Chainer MU: →
•
…

26. Resources

27. Resources
• DarkForest: https://github.com/facebookresearch/darkforestGo
• Neural-style: https://github.com/jcjohnson/neural-style
• GAN DRAW: Deep Learning http://www.slideshare.net/
beam2d/learning-generator
• arXiv: http://arxiv.org/list/stat.ML/recent
• chainer trainer: https://github.com/pfnet/chainer/tree/trainer2
• Docker introduction: http://www.slideshare.net/dotCloud/docker-intro-november
• nvidia-docker: https://github.com/NVIDIA/nvidia-docker
• dl-docker: https://github.com/saiprashanths/dl-docker
• TensorFlow Wide & Deep Learning Tutorial: https://www.tensorflow.org/versions/
r0.9/tutorials/wide_and_deep/index.html

28. Comments & Questions
kashino@bakfoo.com
@yutakashino