返回到 Mathematics for Machine Learning: Multivariate Calculus

4.7

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2,395 个评分

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366 条评论

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 Navaneeth M

•May 15, 2019

Excellent course. Must do course for Machine Learning Developer.

创建者 Sergii T

•Nov 25, 2018

Nice Course. It is well structured and is interesting to follow.

创建者 George W

•Oct 19, 2018

Nice course. Except the graph of the last assignment won't show.

创建者 Thomas L

•Nov 05, 2019

Brilliant course that covers so much in such a short time span.

创建者 Jevon K M

•Mar 09, 2019

My current (2019.03.09) employer hates it. Therefore I love it.

创建者 Tichakunda

•Jan 03, 2019

great course, great teachers. they break things down very well!

创建者 Pavel S

•Dec 13, 2019

The best course of the module (perfect for non-matematicians)

创建者 Dominic D

•Jan 08, 2019

Very practical introduction to the subject, very well paced!

创建者 Cheung Y H

•Oct 08, 2019

Clear and easy to follow, with practical examples and tasks

创建者 Shahriyar R

•Sep 09, 2019

Amazing in-depth explanations and insights. Thanks for all.

创建者 Kris S

•May 28, 2019

Very well taught, great flow of lectures, awesome teachers!

创建者 Gyan D

•Oct 08, 2019

This course gave a good intuition of the mentioned topics.

创建者 Du L

•Aug 05, 2018

Super Great!!!

Clear illustration on multivariate calculus.

创建者 Evgeny ( C

•Jul 25, 2018

Great balance between presentation and excellent exercises

创建者 Sergio S R

•Nov 11, 2018

Excellent course. Instructors are clear and to the point.

创建者 David H

•Jan 28, 2019

They know what students want to learn and teach it well.

创建者 Geoffrey K

•Nov 14, 2018

A most intuitive way of learning calculus. Great course!

创建者 Yuichi M

•Oct 28, 2018

From basic concept to profound and practical calculation

创建者 Sujeeth S R S

•Jan 12, 2019

very good introductory course to Multivariate Calculus

创建者 Ashutosh P

•Sep 16, 2018

Great comprehensive course for Mathematics behind ML.

创建者 Stephen G

•Feb 02, 2019

Great course learned a lot Teacher was very engaging

创建者 ignacio

•Jun 30, 2018

Excellent way of explaining such abstract concepts.

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.