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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

5,115 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


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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501 — 525 de 915 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Paulo N A J

14 de ago de 2020

Excellent course with good examples!

por p.amirtha g

14 de jul de 2020

Awesome course Multivariate Calculus

por Michael P M

19 de abr de 2020

Challenging course, but worth doing.

por Atul S

22 de jan de 2020

Thank you very much for this course

por Sarthak G

30 de out de 2018

it was awesome learning this course

por Andrew K N

21 de fev de 2021

Excellent course.

Very good course


23 de ago de 2020

Very nicely explained the concepts

por Loc N

13 de jan de 2020

David's enthusiasm is so addicting

por gaurav k

3 de jul de 2019

well explained details on Calculus

por Joe E

28 de mai de 2018

Great class and great instructors.


29 de set de 2021

tbh kinda hard for an average guy

por Alan

2 de ago de 2020

Really enjoyed it. Learned a lot.

por Demian P

1 de mai de 2020

Great content and great lecturers

por David L

30 de ago de 2019

Hard Course but I learned a LOT!!

por Marno B

19 de nov de 2018

Absolutely loved every moment!!!!

por Jitender S V

20 de jul de 2018

Just as great as first course. :)

por Yuvaraj K

2 de jan de 2022

Good one to build the intuition.

por Muhammad T

26 de fev de 2021

good course and difficult course

por Uria L

30 de dez de 2019

A must have for data scientists!

por Joseph J

22 de ago de 2018

Excellent Review, Just excellent

por Omkar L N

3 de jul de 2020

Great course to build intuition

por 刘静怡

14 de jan de 2019

Thank you! Really nice course!


11 de nov de 2021

Excellent recommended course.

por kai k

5 de mai de 2019

well taught - great activites

por Alexei S

29 de ago de 2018

Great course. Thank you guys!