Computer and IT ENGINEERING Executive Education Mathematics SCIENCES Statistics

Course on Mathematics for Machine Learning: Multivariate Calculus by Imperial College, London [Online]: Register Now!

By: Usha | 18 Jul 2019 7:00 PM

Imperial College, London is conducting an online course on Mathematics for Machine Learning: Multivariate Calculus through Coursera.

This course offers a brief introduction to the multivariate calculus required to build many common machine learning techniques. We start at the very beginning with a refresher on the “rise over run” formulation of a slope, before converting this to the formal definition of the gradient of a function. We then start to build up a set of tools for making calculus easier and faster.

Next, we learn how to calculate vectors that point up hill on multidimensional surfaces and even put this into action using an interactive game. We take a look at how we can use calculus to build approximations to functions, as well as helping us to quantify how accurate we should expect those approximations to be. We also spend some time talking about where calculus comes up in the training of neural networks, before finally showing you how it is applied in linear regression models.

This course is intended to offer an intuitive understanding of calculus, as well as the language necessary to look concepts up yourselves when you get stuck. Hopefully, without going into too much detail, you’ll still come away with the confidence to dive into some more focused machine learning courses in future.

  1. What is Calculus?
  2. Multivariate Calculus
  3. Multivariate chain rule and its applications
  4. Taylor series and linearisation
  5. Intro to optimisation
  6. Regression

Approx. 21 hours to complete, Suggested: 6 weeks of study, 2-5 hours/week

To enrol for this course, click the link below.

Mathematics for Machine Learning: Multivariate Calculus


Note: Noticebard is associated with Coursera through an affiliate programme.

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