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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

4.7
estrelas
5,115 classificações
911 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

DP

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.

SS

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.

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451 — 475 de 915 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Matthew S

20 de set de 2020

A really enjoyable and well put together course!

por Nitish T

12 de jul de 2019

Very relevant course. It was very helpful to me.

por Andreas Z

11 de jul de 2018

Just as good as the first course of this series.

por Naol Z

20 de mar de 2022

This is what i was looking for!! amazing course

por Osama K

11 de dez de 2020

Thanks, it was a lot of fun taking this course.

por Felipe C

24 de mar de 2020

Great course and the materials are very helpful

por Linda D

22 de fev de 2020

Great course for some general methods and math.

por Apoorv M

10 de abr de 2021

awesome instructors with well explained course

por Moon H H

17 de out de 2020

Great course to understand vector and calculus

por Neelam U

1 de set de 2020

I loved the application aspect of this course!

por Archana D

6 de mar de 2020

it was great to have the formulas as reference

por Mohammad M

24 de jul de 2018

Perfect start point to learn machine learning.

por Bruno F

14 de out de 2018

Nice course. Very useful for machine learning

por Deleted A

15 de set de 2018

Fantastic course with a very nice accent! :-)

por Marco C

30 de abr de 2018

Another fantastic course by Imperial College.

por wang x

31 de ago de 2019

Very friendly for some one new to the topic.

por Teiichi A

5 de ago de 2021

E​njoyed leaning a lot with the instructors

por Pranav N

25 de ago de 2020

Great continuation from the previous course

por Manmohan K

15 de ago de 2020

Such good visualizations! Must have course.

por JARMOUNI A

15 de abr de 2020

Excellent course, I have really enjoyed it.

por UMAR T

10 de mar de 2020

excellent course taught by the instructors.

por Claudio P

30 de dez de 2019

Excellent material and awesome instructors!

por Moez B

10 de set de 2019

Excellent course with engaging instructors.

por Greg B

30 de out de 2018

Great course with highly relevant material.

por Kevin C

5 de ago de 2021

well structured course. Thank you for this