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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

5,318 classificações

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


25 de nov de 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.


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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401 — 425 de 948 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Muhammad S u

1 de set de 2020

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

por Ronald 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.

por Benjamin C

21 de jan de 2020

This is a very good course both on theoritical an applied sides.

por Zecheng W

23 de set de 2019

Great course! Great review for multivariable Calculus and coding

por taeha k

24 de jul de 2019

Recommend if you want to know the basic math of Machine Learning

por Navaneeth M

15 de mai de 2019

Excellent course. Must do course for Machine Learning Developer.

por Sergii T

25 de nov de 2018

Nice Course. It is well structured and is interesting to follow.

por George W

19 de out de 2018

Nice course. Except the graph of the last assignment won't show.

por yujin y

12 de nov de 2022

Had a lot of fun through this course. Look into other courses.

por Md. A A M

20 de ago de 2020

Fantastic effort to teach such a great way. Highly Recommended.

por Thomas L

4 de nov de 2019

Brilliant course that covers so much in such a short time span.

por Jevon K M

9 de mar de 2019

My current (2019.03.09) employer hates it. Therefore I love it.

por Tich M

3 de jan de 2019

great course, great teachers. they break things down very well!

por Tao S

8 de fev de 2021

This course is excellent! I really enjoy Dr.Cooper's teaching.

por Andrés M

6 de jul de 2020

Coming from a BA in maths, I didn't expect it to be that good.