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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
3,425 个评分
580 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

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.

SS

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:

501 - Mathematics for Machine Learning: Multivariate Calculus 的 525 个评论(共 584 个)

创建者 Sharan S M

Jan 09, 2020

Great course If you want to learn Multivariate calculus. Teaches a lot of topics and is a bit rigorous

创建者 AKASH C

Jun 15, 2020

this course is not for beginners but some good concepts are there which was needed for progress

创建者 Olena K

May 21, 2018

Not enough detail in the explanations and little to no instructor participation in the forums.

创建者 José D

Oct 18, 2018

Very instructive, good refresher of multivariate calculus in the context of machine learning

创建者 Sourav K B

Jan 23, 2020

A nice tour of multi-variate calculus starting from basics. Good for initial understanding.

创建者 Davide F

Sep 12, 2019

Some complex topics were explained a bit too fast. The course on Linear Algebra was better.

创建者 Sharad K L

Mar 18, 2020

It is hard course and time required is much more than estimated time given in the course

创建者 tishat a

Apr 23, 2020

Very helpful to understand the topics.But last two weeks was a bit tough to understand.

创建者 Styven G A

Dec 14, 2019

un enfoque interesante, un buen repaso de matemáticas y una excelente apacibilidad.

创建者 Suraj S

May 03, 2020

Week 6 was not easy for a complete beginner, but all the other weeks were amazing.

创建者 Mohit P

May 09, 2020

The practice quize should be more along with detailed explanation of the topic

创建者 Moreno C

Feb 15, 2020

Good introductory course to develop an intuition of multivariate calculus.

创建者 Vignesh N M

Sep 12, 2018

It was a good course compared to other two courses of this specialization.

创建者 Bernard B

May 25, 2020

Nice introductory course. Week 5 and 6 felt rush other than that 5 stars!

创建者 Clayton

Jul 22, 2019

teachers are awesome but the last notebook needs a little work i believe.

创建者 Nileshkumar R P

Apr 28, 2020

It was a great course. More details and time needed for the course.

创建者 Manish C

Apr 26, 2020

Excellent course for beginners who want to learn machine learning .

创建者 João M G

Jul 31, 2019

Weeks 1-4 are great! Weeks 5 and 6 are longer and less explanatory.

创建者 Soon K G

Aug 16, 2018

Good course to learn about the mathematics behind machine learning.

创建者 Jair J C C

Dec 26, 2019

Excellent course, some parts in the last weekend were not so clear

创建者 Hariharasudhan A S

Feb 12, 2019

Really good for fundamentals, the assignments were too easy though

创建者 Rakesh V S

Jan 04, 2020

Last week was very rushed. Should be more patient in teaching.

创建者 Paulo G

Nov 29, 2018

great content, but the grader software needs some improvement

创建者 Prabhjot S A

May 02, 2020

First 4 weeks were awesome but last 2 weeks were mediocre.

创建者 Harsh D

Jun 03, 2019

Awesome course, just wish it had more info on hessian.