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Voltar para Mathematics for Machine Learning: Multivariate Calculus

Comentários e feedback de alunos de Mathematics for Machine Learning: Multivariate Calculus da instituição Imperial College London

3,377 classificações
572 avaliações

Sobre o curso

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....

Melhores avaliações


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.


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.

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226 — 250 de 574 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Ishan P

Jan 27, 2019

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

por Ramakrishnan.K

May 12, 2020

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

por Yamil V

May 19, 2020

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

por Aditya M

May 10, 2020

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

por Ajay S

Apr 08, 2019

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

por Fabian B

Jun 16, 2019

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

por J G

Apr 24, 2018

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

por Aishik R C

Jan 11, 2020

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

por Suyog P

Aug 21, 2019

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

por Daniel W

Jun 14, 2020

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

por Oscar S

May 20, 2020

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

por Shmuel S

Aug 21, 2019

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

por Sijeo P

Apr 26, 2020

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

por Berkay E

Aug 05, 2019

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

por Paula D P G

Jun 20, 2020

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

por Luo Y

Oct 02, 2019

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

por Shubham T

Jul 18, 2019

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

por ChristopherKing

Apr 09, 2018

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

por Haozhe ( X

May 27, 2020

Great course for review linear algebra before stepping into machine learning

por Fabian S C G

Oct 07, 2019

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

por Andrew L

Jul 06, 2019

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

por Raafat A

Nov 30, 2019

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

por wonseok k

Feb 26, 2020

The best course!!

calculus, statistics and programming. you can learn all!

por Prateek S

Jul 10, 2020

Exceptionally Good to Pursue even good for Undergraduate Engineering Math

por Reynard J

Sep 24, 2019

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