TLDR: This is a discussion about difficulties faced when managing configurations and how we tackle it. We developed a configurations library that let you define modules and experiments, that are configurable, reusable, and extendable. (more…)

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

I took the project to develop a Natual Language Processing (NLP) library. Don’t repeat these mistakes! (more…)

"If you intend to use machine learning to solve business problems at scale, I'm delighted you got your hands on this book." —Cassie Kozyrkov, Chief Decision Scientist at Google "Foundational work about the reality of bu... (more…)

How do you know what machine learning algorithm to choose for your classification problem? Of course, if you really care about accuracy, your best bet is to test out a couple different ones (making sure to try different parameters within each algorithm as... (more…)