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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

4.7
2,497개의 평가
387개의 리뷰

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

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.

SS

Aug 04, 2019

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.

필터링 기준:

Mathematics for Machine Learning: Multivariate Calculus의 390개 리뷰 중 151~175

교육 기관: Felipe G P

Jan 16, 2019

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

교육 기관: Aleksey A

Jan 23, 2020

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

교육 기관: Karen A

Jul 03, 2018

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

교육 기관: Jose S

Sep 21, 2019

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

교육 기관: Manjunath H

Jul 10, 2019

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

교육 기관: Ishan P

Jan 27, 2019

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

교육 기관: Ajay S

Apr 08, 2019

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

교육 기관: Fabian B

Jun 16, 2019

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

교육 기관: J G

Apr 24, 2018

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

교육 기관: Aishik R C

Jan 11, 2020

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

교육 기관: Suyog P

Aug 21, 2019

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

교육 기관: Shmuel S

Aug 21, 2019

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

교육 기관: Berkay E

Aug 05, 2019

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

교육 기관: Luo Y

Oct 02, 2019

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

교육 기관: Shubham T

Jul 18, 2019

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

교육 기관: ChristopherKing

Apr 09, 2018

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

교육 기관: Fabian S C G

Oct 07, 2019

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

교육 기관: Andrew L

Jul 06, 2019

Amazing as usual. Very clear and highly engaging content. Thank you so much!

교육 기관: Raafat A

Nov 30, 2019

Great Quality of instruction and linking to actual uses in Machine Learning

교육 기관: wonseok k

Feb 26, 2020

The best course!!

calculus, statistics and programming. you can learn all!

교육 기관: Reynard J

Sep 24, 2019

The teaching is very good. The exercises helped me understand even more.

교육 기관: Muhammad T

Apr 29, 2019

It was a great basic course on learning intuition behind Machine Learning

교육 기관: Sidhant K R

Aug 17, 2019

The most fundamental course on Machine Learning that I have done so far!

교육 기관: Alberto M

May 20, 2019

Professors have done a great job in explaining clearly a complex subject

교육 기관: Martin B

Sep 23, 2018

Very useful discussion of a often difficult subject. Highly recommended!