返回到 Mathematics for Machine Learning: Multivariate Calculus

4.7

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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....

Nov 26, 2018

Great course to develop some understanding and intuition about the basic concepts used in optimization. Last 2 weeks were a bit on a lower level of quality then the rest in my opinion but still great.

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.

筛选依据：

创建者 Anbu V

•Mar 04, 2019

Good revision for the calculus' application in ML

创建者 anirbid g

•Oct 01, 2018

great course, wonderful instructors. thanks much.

创建者 Nitish K T

•Jul 12, 2019

Very relevant course. It was very helpful to me.

创建者 Andreas Z

•Jul 11, 2018

Just as good as the first course of this series.

创建者 Mohammad M

•Jul 25, 2018

Perfect start point to learn machine learning.

创建者 Bruno F

•Oct 14, 2018

Nice course. Very useful for machine learning

创建者 Luciano M

•Sep 15, 2018

Fantastic course with a very nice accent! :-)

创建者 Marco C

•May 01, 2018

Another fantastic course by Imperial College.

创建者 wang x

•Sep 01, 2019

Very friendly for some one new to the topic.

创建者 Antonio C P

•Dec 30, 2019

Excellent material and awesome instructors!

创建者 Moez B

•Sep 11, 2019

Excellent course with engaging instructors.

创建者 Greg B

•Oct 31, 2018

Great course with highly relevant material.

创建者 Arthur Z

•Jul 03, 2018

Very high quality lecturers and material.

创建者 Learner4Life

•Nov 10, 2018

Great course! Especially the first half.

创建者 Shashank S

•Nov 13, 2019

A nice course on multivariate calculus.

创建者 희랑 이

•Feb 12, 2019

I think this course will help me a lot.

创建者 Srikar V

•Apr 08, 2018

One of the best courses that I've done!

创建者 Atul S

•Jan 22, 2020

Thank you very much for this course

创建者 Sarthak G

•Oct 30, 2018

it was awesome learning this course

创建者 Loc N

•Jan 13, 2020

David's enthusiasm is so addicting

创建者 gaurav k

•Jul 03, 2019

well explained details on Calculus

创建者 Joe E

•May 28, 2018

Great class and great instructors.

创建者 Matthew W

•Aug 30, 2019

Hard Course but I learned a LOT!!

创建者 Marno B

•Nov 19, 2018

Absolutely loved every moment!!!!

创建者 Jitender S V

•Jul 20, 2018

Just as great as first course. :)