The Math Required for Machine Learning – Technomancy – Medium

For the past year, I've been working on implementing well known model architectures and building web applications, so I have a fair amount of refreshing to do when coming back to theoretical machine learning. A lot of it has to do with understanding machine learning's underlying mathematics rigorously, to be able to reason with the field and validate radically new architectures. To that end, I've put together a short syllabus that I'll be personally going through to review some Math Keep in mind there are a lot of excellent resources out there. I'll no doubt be updating with a better guide as I work through this material over the next few weeks. Having a fundamental understanding of mathematics is absolutely necessary to being able to reason with ML productively.