Deploy Deep Learning Application with Azure Container Instance 利用 Container Instance 部署深度學習應用 DevDays Asia 2018 亞太技術年會 https://www.accupass.com/event/1802230727421714084630 ---

1. 利用 Container Instance
部署深度學習應用
Deploy Deep Learning Application with
Azure Container Instance - Mia Chang

2. 利用 Container Instance 部署深度學習應用
Deploy Deep Learning Application with Azure Container Instance
WHY AM I HERE...
Microsoft Data Platform MVP
MY JOB TITLE...
Data Scientist
Computer Vision/Algorithm Research
AS A COMMUNITY Co-Organizer
R-Ladies Taipei, Azure Taiwan,
Tech Podcast Night
Mia
mia5419@gmail.com
pymia @github

3. WHAT BRINGS YOU HERE? Container Instance
深度學習應用
部署
Developer
Data Scientist
IT Pro
Else
Deep Learning Application
Deploy

4. 利用 Container Instance 部署深度學習應用
那些成為資料科學家秘技之外的事。
Those Behind The Scenes...
https://blog.udacity.com/wp-content/uploads/2014/11/Data-Science-Skills-Udacity-Matrix.png

5. https://docs.microsoft.com/en-us/azure/machine-learning/team-data-science-process/overview

6. https://docs.microsoft.com/en-us/azure/machine-learning/team-data-science-process/overview

7. Data Scientist vs Data Scientist

8. Tensorflow Update
https://lh3.googleusercontent.com/Ns1ea98duQ9csaHN7EQjl6SbnLMxg_ou9bLhZA8KLqbeSv7gg7XXGX1rqtWXgnjiJjBQpiTZWyxIhtxjnWPKTM27-J9T0QI=s688
Use Scenarios

9. Tensorflow Update
https://lh3.googleusercontent.com/Ns1ea98duQ9csaHN7EQjl6SbnLMxg_ou9bLhZA8KLqbeSv7gg7XXGX1rqtWXgnjiJjBQpiTZWyxIhtxjnWPKTM27-J9T0QI=s688
Use Scenarios

10. Tensorflow Update Pip Update Can’t Find Waldo
Use Scenarios
https://lh3.googleusercontent.com/Ns1ea98duQ9csaHN7EQjl6SbnLMxg_ou9bLhZA8KLqbeSv7gg7XXGX1rqtWXgnjiJjBQpiTZWyxIhtxjnWPKTM27-J9T0QI=s688

15. Data Scientist vs Solution Architect

16. https://docs.microsoft.com/en-us/azure/machine-learning/team-data-science-process/overview

17. Reproduce it with Docker
•Docker provides you with an easy way to share your
working environments including libraries and drivers. This
enables us to create reproducible data science workflows.

18. The container advantage
Fast
iteration
Agile
delivery
Immutability Cost
savings
Elastic
bursting
Efficient
deployment
For ITFor developers

19. Industry analysts agree
“By 2020, more than 50% of enterprises will run
mission-critical, containerized cloud-native applications in
production, up from less than 5% today.”

22. If you need more reference …https://www.datadoghq.com/docker-adoption/

23. Microsoft Confidential
今日頭條
Python开发者最流行的框架、库和工具是什么？
云智时代 2018-04-01 22:05:22

24. Microsoft Confidential
Jupyter Notebook是与Python一起
使用的最流行的技术。Docker以
29％排名第二。
?

25. Microsoft Confidential

26. Microsoft Confidential

27. Microsoft Confidential

28. Best Time to Use Docker
# Start a new project, and develop with that env
# Co-work with your team
# When we would like deploy our product

29. Demo
Local Env

30. Microsoft Confidentialhttps://github.com/linkernetworks/environments

31. Demo
Azure Env

38. Reference:
Tips to build a nice Dockerfile

39. Microsoft Confidential
FROM jjanzic/docker-python3-opencv:contrib-opencv-3.4.0
WORKDIR /
RUN pip install --upgrade pip
&& pip install --no-cache-dir -e
'git+https://github.com/ahundt/cocoapi.git#egg=pycocotools
&subdirectory=PythonAPI'
&& pip install --no-cache-dir requests
&& pip install --no-cache-dir orderedset
&& pip install --no-cache-dir pandas
&& pip install --no-cache-dir tensorflow
&& pip install --no-cache-dir keras
&& pip install --no-cache-dir dlib
&& pip install --no-cache-dir flask_restful
&& pip install --no-cache-dir psutil
&& pip install --no-cache-dir pymongo
&& pip install --no-cache-dir docker
# testing
RUN pip install --no-cache-dir requests-mock
&& pip install --no-cache-dir nose
&& pip install --no-cache-dir coverage
&& pip install --no-cache-dir nosexcover
# darkflow
RUN git clone https://github.com/thtrieu/darkflow.git
&& pip install --no-cache-dir darkflow/.
&& rm -rf darkflow
ENV PROTOCOL_BUFFERS_PYTHON_IMPLEMENTATION
python
COPY . /inference
RUN pip install --no-cache-dir --timeout 1000 /inference/.
&& rm -rf ~/.cache/pip

40. Microsoft Confidential
Tips to build a nice Dockerfile

41. Microsoft Confidential
Tips to build a nice Dockerfile

42. Tips to build a nice Dockerfile
https://github.com/bcbcarl/docker-rladies-taipei

43. Reference:
Practice At Home

44. https://www.tibame.com/course/350
https://www.meetup.com/Azure-Taiwan/events/249669489/

46. Microsoft Confidentialhttps://github.com/pymia/AKSDeploymentTutorial

48. https://hackmd.io/i_nZbPXQTj6xkMxaOcQF5Q?view

49. Thank you
Mia
mia5419@gmail.com
pymia @github
https://www.linkedin.com/in/mia-chang
/