… Machine Learning Systems Design is a freely-available course from Stanford taught by Chip Huyen which aims to give you a toolkit for designing, deploying, and managing practical machine learning systems. Here’s what the course website has to say about what machine learning systems design is, in a succinct manner:

Machine learning systems design is the process of defining the software architecture, infrastructure, algorithms, and data for a machine learning system to satisfy specified requirements.

Besides the course material on the website, Chip has written these related machine learning systems design notes available on her website; there may be overlap between this material and that which is on the course website, as I have not done a thorough comparison. Read More