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返回到 Mathematics for Machine Learning: Multivariate Calculus

学生对 伦敦帝国学院 提供的 Mathematics for Machine Learning: Multivariate Calculus 的评价和反馈

4.7
4,009 个评分
711 条评论

课程概述

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....

热门审阅

DP

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.

JT

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.

筛选依据:

301 - Mathematics for Machine Learning: Multivariate Calculus 的 325 个评论(共 709 个)

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 wonseok k

Feb 26, 2020

The best course!!

calculus, statistics and programming. you can learn all!

创建者 Prateek S

Jul 10, 2020

Exceptionally Good to Pursue even good for Undergraduate Engineering Math

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 Michael P A P

Sep 10, 2020

Buena relación con la realidad.

un enfoque del calculo bastante moderno.

创建者 Sumukh H

May 09, 2020

This course was very informational and a good learning curve in my life

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 Raphael

Aug 15, 2020

Helps a lot in the basis and required mathematics in machine learning!

创建者 Mattia P

Jun 22, 2019

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

创建者 Omar B

Oct 09, 2020

Fue un excelente curso, aprendí muchísimo. Lo recomiendo ampliamente.

创建者 Muhammad S u

Sep 01, 2020

This is good course to learn and refresh important concepts behind NN

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 Yashwanth M

May 04, 2020

In love with this course from Coursera and Imperial College London

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 ISRAEL F G S

Sep 06, 2020

Amazing course, very challenging and lots of learning. Thank you!

创建者 Jesús E C G

Aug 08, 2020

Muchas gracias por el curso! Muy buen material, súper recomendado