Machine learning is a deep and broad enough field that it could be its own college major. If I was designing a machine learning major, here are the core classes I would include. (This can also serve as a personal study guide.)... (more…)

This blog post introduces several improvements to PySpark that facilitate the development of custom ML algorithms and 3rd-party ML packages using Python. After introducing the main algorithm APIs in MLlib, we discuss current challenges in building custom ... (more…)

A booklet on machine learning systems design with exercises - chiphuyen/machine-learning-systems-design... (more…)

We will walk you through all the aspects of machine learning from simple linear regressions to the latest neural networks, and you will… (more…)

Have you ever coded an ML pipeline which was taking a lot of time to run? Or worse: have you ever got to the point where you needed to save on disk intermediate parts of the pipeline to be able to… (more…)