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Back to Mathematics for Machine Learning: Multivariate Calculus

Learner Reviews & Feedback for Mathematics for Machine Learning: Multivariate Calculus by Imperial College London

4.7
stars
5,609 ratings

About the Course

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....

Top reviews

KB

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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.

RM

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It was very challenging, but not to the point where I felt lost. And that to me means I pushed the limits of my knowledge and skills further than before, which is what I expected from the course.

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376 - 400 of 999 Reviews for Mathematics for Machine Learning: Multivariate Calculus

By Aditya M

May 9, 2020

this course is really helpful for building mathematical skills for machine learning

By Ajay S

Apr 8, 2019

really a great course for learning calculus for mathematics. thanks for teaching us

By T K

Jul 20, 2020

Right amount of practice and programming assignments, helped in building intuition

By Fabian B

Jun 16, 2019

Challenging, but very exciting. Learned a lot interesting fundamentals. Thank you.

By j.guadalupe o

Apr 23, 2018

It is a very good course about the Mathematics behind the Machine Learning models.

By Anshit S

Jan 8, 2023

I loved the way course is designed. It is little bit hard but very well designed.

By Tze C L

Feb 12, 2021

Intuitive and practical guide to calculus with applications for machine learning.

By Aishik R

Jan 11, 2020

Explanation on derivative of a vector wrt Matrix would have been great e.g, dZ/dW

By Suyog P

Aug 21, 2019

Excellent course to start for Machine Learning and revise Multivariable Calculus.

By Carlos A V P

Jan 12, 2022

Fácil de entender y con un buen contenido introductorio, te deja listo para ML

By Jorge L C T

Aug 26, 2021

This course it´s great i love applied maths and the way the themes were given !

By Daniel W

Jun 13, 2020

Awesome class. Highly recommended. Both instructors among the best on Coursera.

By Oscar S

May 19, 2020

The course filled up my expectatives and the lecturers teachs in a simply form.

By Samuel S

Aug 21, 2019

Loved the course as it gives very concrete example to somehow abstract concepts

By Bohdan K

Aug 4, 2020

Nice course, tried to learn calculus by a book but this course is much easier!

By Sijeo P

Apr 26, 2020

Good Course to consider if looking to learn Machine Learing or Neural Networks

By Berkay E

Aug 4, 2019

The course has awesome explanations, especially for machine learning concepts.

By Yuri K

Jan 4, 2024

Overall the course is great. Especially if you want to refresh the knowledge.

By Paula P

Jun 19, 2020

This a great course, right to the point with very good teachers. Recommended!

By Luo Y

Oct 1, 2019

Excellent course for gaining a basic understanding for calculus-coding stuff.

By Shubham T

Jul 18, 2019

Great course. It provides good insights on Calculus used in Machine Learning.

By Ling J

Apr 9, 2018

This is a good course for those people learned calculus before for a refresh.

By Nugy

Feb 26, 2021

Great explanation with a lot of animation to help me understand the concept!

By Haozhe ( X

May 27, 2020

Great course for review linear algebra before stepping into machine learning

By Fabian S C G

Oct 6, 2019

Excelente curso, excelentes profesores y excelente material didáctico 10/10.