Target audiences might be python engineers who is involved with R&D, data science, AI/ML projects, or data oriented projects.
【Introduction】
- Background
- Definition of Research Oriented Code and Production Code
- Differences between Research Oriented Code and Production Code
【Main Talk】
Four steps to productionize research oriented code
1. Understand the code through code reading and code documentation
2. Modularize the code into preparation code, pre/post-process code, calculation code based on the code documents
3. Refactor the code with test code
4. Make them products
【Summary】
- Summarize the four steps to productionize research oriented code
- After making the code products, improve performance and monitor the behaviors of production code