Machine Learning System Design Patterns.

I am currently researching Machine Learning System Design Patterns. This blog presents my journey in understanding these design patterns. The main agenda in this learning various design patterns for model serving, training, and operation in machine learning production.

The main topics have been referenced from ML-Design-Pattern and this and I shall just summarize my findings and expand more on them. The second agenda would be summarizing the topics of the book. I have additional references mentioned below that might be useful to read more about.

Reference: https://blog.bismart.com/hubfs/20190903-MachineLearning.jpg

The series can be found here:

1. Serving Patterns
2. QA Patterns
3. Training Patterns
4. Lifecycle Patterns

Reference Links:

1. https://mercari.github.io/ml-system-design-pattern/
2. https://github.com/mercari/ml-system-design-pattern
3. https://medium.com/swlh/ml-design-pattern-1-transform-9e82ccbc3209
4. https://www.oreilly.com/library/view/machine-learning-design/9781098115777/
5. https://www.educative.io/courses/grokking-the-machine-learning-interview/JY4x4vAV8yD
6. https://lakshmanok.medium.com/machine-learning-design-patterns-58e6ecb013d7
7. https://www.manning.com/books/deep-learning-design-patterns

You can reach out to me on Linkedin and view my work on Github.