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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
5,755 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

KB

Jul 23, 2020

Very informative refresher on the basics of differentiation, though some of the later topics could have been fleshed out more (i.e. Taylor Series, Lagrange Multipliers, etc). Overall very good.

AK

Jul 27, 2019

Superb quality. The way instructors teach is really innovative. The course is good in terms of the area it covers but lacks depth, but is a good starting point if you want to dwell more in detail.

筛选依据:

901 - Mathematics for Machine Learning: Multivariate Calculus 的 925 个评论(共 1,018 个)

创建者 vignesh n

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 A

Jul 22, 2019

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

创建者 yomna

Feb 7, 2021

The lectures in week 6 are very summarized and some parts were not clear

创建者 HAMZA T

Jul 26, 2021

The course is good but i think extra reading material must be provided

创建者 2K18/CO/166 K R

Oct 27, 2020

It is a great course and i learnt a lot of cool stuff in this course.

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 Alex S

Aug 15, 2018

Good course to learn about the mathematics behind machine learning.

创建者 Nasser A

Aug 24, 2024

it's a good refresher plus it adds more knowledge to your calculus

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 Hari

Feb 11, 2019

Really good for fundamentals, the assignments were too easy though

创建者 Rakesh V S

Jan 4, 2020

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

创建者 Enzo B

Feb 6, 2025

Very good course, maybe going a bit too fast on some points !

创建者 Paulo G

Nov 29, 2018

great content, but the grader software needs some improvement

创建者 Prabhjot S A

May 2, 2020

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

创建者 Harsh D

Jun 2, 2019

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

创建者 Deleted A

Jan 3, 2019

Good grounding in fundermental material needed for ML

创建者 William S

Jan 11, 2020

Weeks 1-4 were great, 5-6 felt rushed and confusing

创建者 Shariq A

Dec 24, 2019

Good course ..but need to elaborate a little more

创建者 Naseem A

Dec 20, 2021

get confused when going to last part this course

创建者 Tess P

Apr 13, 2020

I would love to have more practice exercises

创建者 Shivang S

Apr 25, 2020

Programming assignments were not so useful

创建者 mnavidad

Nov 24, 2018

This course was super hard but worth it...