Mathematics for Machine Learning

Imperial College London via Coursera Specialization

Coursera Specialization based on 13 ratings

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Overview

For a lot of higher level courses in Machine Learning and Data Science, you find you need to freshen up on the basics in mathematics - stuff you may have studied before in school or university, but which was taught in another context, or not very intuitively, such that you struggle to relate it to how its used in Computer Science. This specialization aims to bridge that gap, getting you up to speed in the underlying mathematics, building an intuitive...

Syllabus

Course 1: Mathematics for Machine Learning: Linear Algebra- Offered by Imperial College London. In this course on Linear Algebra we look at what linear algebra is and how it relates to vectors and ... Enroll for free.Course 2: Mathematics for Machine Learning: Multivariate Calculus- Offered by Imperial College London. This course offers a brief introduction to the multivariate calculus required to build many common ... Enroll for free.Course 3: Mathematics for Machine Learning: PCA- Offered by Imperial College London. This intermediate-level course introduces the mathematical foundations to derive Principal Component ... Enroll for free.