7 steps to AI production - global azure bootcamp 2020 Koln
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The document outlines '7 Steps to AI Production' by Mia Chang, focusing on key processes such as data preprocessing, ensuring data quality, model serving with Flask, and deployment using Docker. It emphasizes reproducible practices, health checks, and cloud integration using Azure Web App. The content is derived from a discussion at Cologne Virtual and includes references to tools like pandas-profiling and CI/CD with Azure DevOps.
7 steps to AI production - global azure bootcamp 2020 Koln
- 1. Cologne Virtual 7 steps to AI Production Mia Chang
- 2. Thank you to our sponsors Cologne Virtual
- 3. 7 steps to AI Production Mia Chang - Senior Data Scientist @ Akelius Microsoft AI MVP Book Author of Microsoft AI MVP Book(2019, Amazon Kindle) AI Using Microsoft Cognitive Services(later 2020, Manning) Linkedin: https://www.linkedin.com/in/mia-chang/ Twitter: @bymiachang
- 4. key takeaway… 01 02 03 04preprocess data quality reproducible process model serve with flask docker mantainess health check, business logic decomposition cloud integration with azure webapp
- 5. iris dataset
- 10. demo.
- 11. 2.refactor your code on the jupyter notebook
- 12. 2.refactor your code on the jupyter notebook Design Lab at UC San Diego scraped and analyzed over 1 million Jupyter Notebooks from GitHub. They Found... https://blog.jupyter.org/we-analyzed-1-million-jupyter-notebooks-now-you-can-too-guest-post-8116a964b536
- 13. 2.refactor your code on the jupyter notebook Design Lab at UC San Diego scraped and analyzed over 1 million Jupyter Notebooks from GitHub. They Found... https://blog.jupyter.org/we-analyzed-1-million-jupyter-notebooks-now-you-can-too-guest-post-8116a964b536
- 14. Hey, How’s everything goes? May I check your code on the notebook? https://images.techhive.com/images/article/2016/09/data_science_classes-100682563-large.3x2.jpg
- 16. - new colleague comes - code review - checkout my code, which I committed before vacation 2 weeks ago... https://www.123rf.com/photo_82339866_disorder-mess-at-home.html
- 17. demo. 1. refactor code as method/class 2. use type hint
- 18. 3.serve with flask app
- 19. 3.serve with flask app
- 20. demo. 3.serve with flask app 4.dockerize your app
- 24. 7. decomposition
- 27. 7. decomposition
- 28. key takeaway… 01 02 03 04 preprocess data quality reproducible process model serve with flask docker mantainess health check, business logic decomposition cloud integration with azure webapp
- 29. if you are interested to know more… 01 02 03 04 preprocess data quality reproducible process data sampling model serve with flask docker move the model to the blob storage mantainess health check, business logic decomposition authentication cloud integration with azure webapp CI/CD with Azure DevOps
- 30. 7 steps to AI Production Mia Chang https://github.com/pymia/7-steps-production