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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

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.

AF

May 12, 2020

Great course. It is clear and accessible, giving a lot of the intuition of why things are done. Some important topics in calculus are missing, such as Integration, but overall very good course.

筛选依据:

351 - Mathematics for Machine Learning: Multivariate Calculus 的 375 个评论(共 1,017 个)

创建者 sujit j

Aug 21, 2018

Got excellent understanding of gradient descent in case when there are multiple stationary point

创建者 Mayank C

Jul 27, 2020

The instructors explains things so well, this course makes you understands concepts intutively.

创建者 JITHIN P J

Apr 23, 2020

It was a Nice journey throughout the course. gained so much of knowledge and hand on experiance

创建者 Mukul K

Oct 14, 2018

it was a bit longer and tougher than expected, but I enjoyed it and learnt a lot nonetheless!!!

创建者 imran s

Sep 29, 2018

This course helped me understand back propagation in mathematical sense. I highly recommend it.

创建者 Toan L T

Sep 29, 2018

A great course. Good for brushing up on Calculus.

High hope for the next course in the series.

创建者 Sidharth P

Jun 15, 2020

Enjoyed every bit if it,highly recommended for the useful insight seeker in Machine learning.

创建者 Mayank

Dec 3, 2020

This course cleared so many concepts and enabled me to further master the subject on my own.

创建者 Ron S

Sep 25, 2020

Great combination of linear algebra and differential calculus in a machine learning context.

创建者 Max W

Apr 5, 2020

little fast moving, probably should be familiar with calculus before taking , great course!

创建者 Andrew

Mar 27, 2019

Quality course that will leave you feeling confident in multivariate calculus and analytics.

创建者 Karthik

Apr 23, 2018

Good reshres for calculus. I would recommend to take Khan Academy and then take this course.

创建者 Akshat S

Aug 29, 2020

Great course with amazing Instructors! They made all the maths easy to understand and fun!

创建者 Pramod H K

Aug 3, 2020

Great maths intuition and building of famous GD learning through theory and implementation

创建者 Rishi C

Jun 5, 2020

Exactly what I was looking for - an intuition to understand what the algorithms are doing.

创建者 Muhammad M

Aug 22, 2019

A good starter course on calculus if you want to go for Machine learning or Data Sciences.

创建者 Greg E

Jul 22, 2019

Another great course from Imperial College London. I highly recommend this specialization.

创建者 Sanchayan D

May 30, 2020

Good introduction and useful addition to calculus toolbox as applied to Machine Learning

创建者 Deleted A

Apr 20, 2020

Great course for those who studied it a long time ago and need to refresh the knowledge.

创建者 John M

Feb 28, 2020

It is a wonderful course, helped me to gain a solid foundation in multivariate calculus.

创建者 Santosh B

May 13, 2019

A well structured course packing a lot of learning content and taught by good lecturers.

创建者 Felipe G P

Jan 16, 2019

Aulas excelentes! Professor conhece bem o que ensina e tem bastante didática! Recomendo!

创建者 Congci ( H

May 22, 2020

Great intro to Multivariate Calculus. Seamlessly connected to the Linear Alegra course.

创建者 prudgin g

Jan 23, 2020

The authors of this course do their best to give intuitive understanding. Great course!

创建者 Karen A

Jul 3, 2018

Really clear, provided a thorough understanding of how steepest descent / ascent works.