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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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376 - Mathematics for Machine Learning: Multivariate Calculus 的 400 个评论(共 1,017 个)

创建者 Jerónimo G

Oct 10, 2020

Estuvo padre el curso, la manera en la que explicaban era bastante simple y entendible

创建者 Jose S

Sep 21, 2019

Very educational if you want to get behind some of the mathematics in machine learning

创建者 Manjunath H

Jul 10, 2019

Very organised. Assignments are great to practically apply the concepts into practice.

创建者 Ishan P

Jan 27, 2019

Wonderful for all mathematics behind machine learning. I really enjoyed completing up.

创建者 Ramakrishnan.K

May 12, 2020

High school calculus retold with machine learning relevance and the magic has worked!

创建者 David N

Apr 22, 2021

Great course to get into calculus as applied to machine learning. Great instructors.

创建者 Sagnik M

Aug 7, 2020

Everyone should take this course before stepping into the ocean of Machine Learning.

创建者 Yamil V

May 19, 2020

Lucid explanations of fairly complicated concepts. I learned a lot from this course.

创建者 Muhammad U R

Jul 14, 2020

Hello. This is an extraordinarily tremendous course to learn multivariate calculus.

创建者 Trishita M

Jul 12, 2020

Excellent course to get started for learning the math behind Machine Learning,etc.

创建者 Aditya M

May 9, 2020

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

创建者 Ajay S

Apr 8, 2019

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

创建者 T K

Jul 20, 2020

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

创建者 Fabian B

Jun 16, 2019

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

创建者 j.guadalupe o

Apr 23, 2018

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

创建者 Anshit S

Jan 8, 2023

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

创建者 Tze C L

Feb 12, 2021

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

创建者 Aishik R

Jan 11, 2020

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

创建者 Suyog P

Aug 21, 2019

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

创建者 Carlos A V P

Jan 12, 2022

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

创建者 Jorge L C T

Aug 26, 2021

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

创建者 Daniel W

Jun 13, 2020

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

创建者 Oscar S

May 19, 2020

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

创建者 Shmuel M S

Aug 21, 2019

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

创建者 Bohdan K

Aug 4, 2020

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