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Mathematics for Machine Learning: Multivariate Calculus に戻る

インペリアル・カレッジ・ロンドン(Imperial College London) による Mathematics for Machine Learning: Multivariate Calculus の受講者のレビューおよびフィードバック

4.7
3,899件の評価
692件のレビュー

コースについて

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....

人気のレビュー

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.

DP

Nov 26, 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.

フィルター:

Mathematics for Machine Learning: Multivariate Calculus: 601 - 625 / 691 レビュー

by José D

Oct 18, 2018

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

by Sourav K B

Jan 23, 2020

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

by Davide F

Sep 12, 2019

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

by J N B P

Aug 19, 2020

Good for those who already know a lit bit of Calculus, beginners might feel it difficult.

by Sharad K L

Mar 18, 2020

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

by tishat a

Apr 23, 2020

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

by Styven G A

Dec 14, 2019

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

by Suraj S

May 03, 2020

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

by Mohit P

May 09, 2020

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

by Moreno C

Feb 15, 2020

Good introductory course to develop an intuition of multivariate calculus.

by Vignesh N M

Sep 12, 2018

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

by Bernard B

May 25, 2020

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

by Clayton

Jul 22, 2019

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

by Nileshkumar R P

Apr 28, 2020

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

by Manish C

Apr 26, 2020

Excellent course for beginners who want to learn machine learning .

by João M G

Jul 31, 2019

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

by Soon K G

Aug 16, 2018

Good course to learn about the mathematics behind machine learning.

by Jair J C C

Dec 26, 2019

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

by Hariharasudhan A S

Feb 12, 2019

Really good for fundamentals, the assignments were too easy though

by Rakesh V S

Jan 04, 2020

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

by Paulo G

Nov 29, 2018

great content, but the grader software needs some improvement

by Prabhjot S A

May 02, 2020

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

by Harsh D

Jun 03, 2019

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

by Mark R

Jan 03, 2019

Good grounding in fundermental material needed for ML

by William S

Jan 11, 2020

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