返回到 Mathematics for Machine Learning: Multivariate Calculus

4.7

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2,399 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....

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 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.

筛选依据：

创建者 Aishik R C

•Jan 11, 2020

Explanation on derivative of a vector wrt Matrix would have been great e.g, dZ/dW

创建者 Suyog P

•Aug 21, 2019

Excellent course to start for Machine Learning and revise Multivariable Calculus.

创建者 Shmuel S

•Aug 21, 2019

Loved the course as it gives very concrete example to somehow abstract concepts

创建者 Berkay E

•Aug 05, 2019

The course has awesome explanations, especially for machine learning concepts.

创建者 Luo Y

•Oct 02, 2019

Excellent course for gaining a basic understanding for calculus-coding stuff.

创建者 Shubham T

•Jul 18, 2019

Great course. It provides good insights on Calculus used in Machine Learning.

创建者 ChristopherKing

•Apr 09, 2018

This is a good course for those people learned calculus before for a refresh.

创建者 Fabian S C G

•Oct 07, 2019

Excelente curso, excelentes profesores y excelente material didáctico 10/10.

创建者 Andrew L

•Jul 06, 2019

Amazing as usual. Very clear and highly engaging content. Thank you so much!

创建者 Raafat A

•Nov 30, 2019

Great Quality of instruction and linking to actual uses in Machine Learning

创建者 Reynard J

•Sep 24, 2019

The teaching is very good. The exercises helped me understand even more.

创建者 Muhammad T

•Apr 29, 2019

It was a great basic course on learning intuition behind Machine Learning

创建者 Sidhant K R

•Aug 17, 2019

The most fundamental course on Machine Learning that I have done so far!

创建者 Alberto M

•May 20, 2019

Professors have done a great job in explaining clearly a complex subject

创建者 Martin B

•Sep 23, 2018

Very useful discussion of a often difficult subject. Highly recommended!

创建者 phu c d

•Jun 11, 2019

The course is very useful with very interesting quizzes and assignments

创建者 Lia L

•Apr 22, 2019

You are amazing! I've really enjoyed to review the basis with you guys!

创建者 Mattia P

•Jun 22, 2019

Great content, amazing lecturers...just brilliant. Well done Imperial.

创建者 Ronald T B

•Jan 21, 2019

Great course. make a difficult subject hand able greatly. worth time.

创建者 Daniel V M

•Oct 20, 2019

An excellent course to understand the maths behind machine learning.

创建者 Hritik K S

•Feb 21, 2019

Mathematics is all about your understandings and feelings of logics.

创建者 Rafi D

•Feb 18, 2019

Great course! A bit more challenging than the Linear Algebra course.

创建者 Anas N B

•Aug 04, 2018

It helped me to brush up my calculus knowledge.thanks to the team

创建者 Wang Z

•Sep 23, 2019

Great course！ Great review for multivariable Calculus and coding

创建者 Kwak T h

•Jul 24, 2019

Recommend if you want to know the basic math of Machine Learning