machine-learning-systems-design
A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Syste
About this project
Machine Learning Systems Design Read this booklet here. This booklet was my initial attempt to write about machine learning systems design back in 2019. My understanding of the topic has gone through significant iterations since then. My book Designing Machine Learning Systems (O'Reilly, June 2022) is much more comprehensive and up-to-date. The new book's repo contains the full table of contents, chapter summaries, and random thoughts on MLOps tooling. This booklet covers four main steps of designing a machine learning system: 1. Project setup 2. Data pipeline 3. Modeling: selecting, training, and debugging 4. Serving: testing, deploying, and maintaining It comes with links to…
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