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返回到 Mathematics for Machine Learning: Multivariate Calculus

学生对 Imperial College London 提供的 Mathematics for Machine Learning: Multivariate Calculus 的评价和反馈

4.7
5,737 个评分

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

JT

Nov 12, 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.

DP

Nov 25, 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.

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426 - Mathematics for Machine Learning: Multivariate Calculus 的 450 个评论(共 1,017 个)

创建者 Yinger Y

Dec 27, 2023

The course is easy to follow, but the assignment might take some time.

创建者 John M

Apr 25, 2023

It is a difficult course but simplified by such great instructors here

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 Alain A

May 23, 2022

This course helps you to understand a lot of things. It is excellent.

创建者 Omar B

Oct 8, 2020

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

创建者 Muhammad S u

Aug 31, 2020

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

创建者 Ronald 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 83 E Y M

May 4, 2020

In love with this course from Coursera and Imperial College London

创建者 Anas N B

Aug 4, 2018

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

创建者 Willem M

Feb 16, 2023

Challenging but very rewarding to see your calculations in action

创建者 Enrique A

Oct 27, 2020

Mil Gracias maestros, Samuel, David, Fredi, Mil gracias Coursera.

创建者 ISRAEL F G S

Sep 5, 2020

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

创建者 Jesús E C G

Aug 7, 2020

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

创建者 Pranit M

Jun 11, 2020

Amazing explanations by the instructors and,

greatly constructed!

创建者 Snehal P

Sep 18, 2020

It was nice course. Little bit time consuming but we can manage.

创建者 Benjamin C

Jan 21, 2020

This is a very good course both on theoritical an applied sides.

创建者 Zecheng W

Sep 23, 2019

Great course! Great review for multivariable Calculus and coding

创建者 taeha k

Jul 24, 2019

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

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.