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Mathematics for Machine Learning: Multivariate Calculus(으)로 돌아가기

임페리얼 칼리지 런던의 Mathematics for Machine Learning: Multivariate Calculus 학습자 리뷰 및 피드백

5,175개의 평가

강좌 소개

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....

최상위 리뷰


2019년 8월 3일

Very Well Explained. Good content and great explanation of content. Complex topics are also covered in very easy way. Very Helpful for learning much more complex topics for Machine Learning in future.


2018년 11월 12일

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.

필터링 기준:

Mathematics for Machine Learning: Multivariate Calculus의 928개 리뷰 중 801~825

교육 기관: Sharan S M

2020년 1월 9일

Great course If you want to learn Multivariate calculus. Teaches a lot of topics and is a bit rigorous

교육 기관: Ilyes S

2021년 11월 4일

It is a great course But the English accent of the bald teacher is very difficult to understand

교육 기관: AKASH C

2020년 6월 15일

this course is not for beginners but some good concepts are there which was needed for progress

교육 기관: Olena K

2018년 5월 21일

Not enough detail in the explanations and little to no instructor participation in the forums.

교육 기관: Srinivas A

2020년 7월 25일

Topics are taught well for most part but there needs to be more help on answering questions.

교육 기관: José D

2018년 10월 18일

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

교육 기관: Sourav K B

2020년 1월 23일

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

교육 기관: Davide F

2019년 9월 12일

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

교육 기관: J N B P

2020년 8월 19일

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

교육 기관: Sharad K L

2020년 3월 18일

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

교육 기관: tishat a

2020년 4월 23일

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

교육 기관: Jue C

2020년 10월 26일

The last module is quite fast and ambiguous, but besides that, everything is perfect.

교육 기관: Styven G A

2019년 12월 13일

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

교육 기관: Suraj S

2020년 5월 3일

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

교육 기관: Eduardo A G M

2021년 10월 10일

The materials reviewed are excellent, but the time for each one wasn't enought

교육 기관: Mohit P

2020년 5월 9일

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

교육 기관: Elif A

2021년 3월 16일

The content is short, clear and enough. It is the right choice for beginners.

교육 기관: Moreno C

2020년 2월 15일

Good introductory course to develop an intuition of multivariate calculus.

교육 기관: vignesh n

2018년 9월 12일

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

교육 기관: Bernard B

2020년 5월 25일

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

교육 기관: Clayton A

2019년 7월 22일

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

교육 기관: yomna

2021년 2월 7일

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

교육 기관: HAMZA T

2021년 7월 26일

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

교육 기관: 2K18/CO/166 K R

2020년 10월 27일

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

교육 기관: Nileshkumar R P

2020년 4월 28일

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