Voltar para Mathematics for Machine Learning: Multivariate Calculus

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383 avaliações

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....

Aug 04, 2019

Very Well Explained. Good content and great explanation of content. Complex topics are also covered in very easy way. Very Helpful for learning much more complex topics for Machine Learning in future.

Nov 13, 2018

Excellent course. I completed this course with no prior knowledge of multivariate calculus and was successful nonetheless. It was challenging and extremely interesting, informative, and well designed.

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por Rok Z

•Jan 19, 2020

Great course with a lot of math and practical examples

por Sujeeth S R S

•Jan 12, 2019

very good introductory course to Multivariate Calculus

por Ashutosh P

•Sep 16, 2018

Great comprehensive course for Mathematics behind ML.

por Maria B

•Feb 11, 2020

Amazing course, everything is very well explained :)

por Stephen G

•Feb 02, 2019

Great course learned a lot Teacher was very engaging

por ignacio

•Jun 30, 2018

Excellent way of explaining such abstract concepts.

por Anbu V

•Mar 04, 2019

Good revision for the calculus' application in ML

por anirbid g

•Oct 01, 2018

great course, wonderful instructors. thanks much.

por Nitish K T

•Jul 12, 2019

Very relevant course. It was very helpful to me.

por Andreas Z

•Jul 11, 2018

Just as good as the first course of this series.

por Mohammad M

•Jul 25, 2018

Perfect start point to learn machine learning.

por Bruno F

•Oct 14, 2018

Nice course. Very useful for machine learning

por Luciano M

•Sep 15, 2018

Fantastic course with a very nice accent! :-)

por Marco C

•May 01, 2018

Another fantastic course by Imperial College.

por wang x

•Sep 01, 2019

Very friendly for some one new to the topic.

por Antonio C P

•Dec 30, 2019

Excellent material and awesome instructors!

por Moez B

•Sep 11, 2019

Excellent course with engaging instructors.

por Greg B

•Oct 31, 2018

Great course with highly relevant material.

por Arthur Z

•Jul 03, 2018

Very high quality lecturers and material.

por Learner4Life

•Nov 10, 2018

Great course! Especially the first half.

por Shashank S

•Nov 13, 2019

A nice course on multivariate calculus.

por 희랑 이

•Feb 12, 2019

I think this course will help me a lot.

por Srikar V

•Apr 08, 2018

One of the best courses that I've done!

por Atul S

•Jan 22, 2020

Thank you very much for this course

por Sarthak G

•Oct 30, 2018

it was awesome learning this course