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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

5,148 classificações
921 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


3 de ago de 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.


12 de nov de 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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376 — 400 de 925 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Muhammad T

29 de abr de 2019

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

por Sidhant R

17 de ago de 2019

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

por Alberto M

20 de mai de 2019

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

por Martin B

22 de set de 2018

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

por Mohamed A M A

10 de fev de 2021

best course to understand math in general and best for machine learning

por Michael P A P

10 de set de 2020

Buena relación con la realidad.

un enfoque del calculo bastante moderno.

por Sumukh H

9 de mai de 2020

This course was very informational and a good learning curve in my life

por (FU H - B C Đ P

11 de jun de 2019

The course is very useful with very interesting quizzes and assignments

por Lia L

22 de abr de 2019

You are amazing! I've really enjoyed to review the basis with you guys!

por Raphael

15 de ago de 2020

Helps a lot in the basis and required mathematics in machine learning!

por Mattia P

22 de jun de 2019

Great content, amazing lecturers...just brilliant. Well done Imperial.

por Alain A

23 de mai de 2022

This course helps you to understand a lot of things. It is excellent.

por Omar B

8 de out de 2020

Fue un excelente curso, aprendí muchísimo. Lo recomiendo ampliamente.

por Muhammad S u

1 de set de 2020

This is good course to learn and refresh important concepts behind NN

por Ronald T B

21 de jan de 2019

Great course. make a difficult subject hand able greatly. worth time.

por Daniel V M

20 de out de 2019

An excellent course to understand the maths behind machine learning.

por Hritik K S

21 de fev de 2019

Mathematics is all about your understandings and feelings of logics.

por Rafi D

18 de fev de 2019

Great course! A bit more challenging than the Linear Algebra course.

por 83 E Y M

4 de mai de 2020

In love with this course from Coursera and Imperial College London

por Anas N B

4 de ago de 2018

It helped me to brush up my calculus knowledge.thanks to the team

por Enrique A M

27 de out de 2020

Mil Gracias maestros, Samuel, David, Fredi, Mil gracias Coursera.


6 de set de 2020

Amazing course, very challenging and lots of learning. Thank you!

por Jesús E C G

8 de ago de 2020

Muchas gracias por el curso! Muy buen material, súper recomendado

por Pranit M

11 de jun de 2020

Amazing explanations by the instructors and,

greatly constructed!

por Snehal P

19 de set de 2020

It was nice course. Little bit time consuming but we can manage.