Chevron Left
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

5,195 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


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.


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.

Filtrar por:

151 — 175 de 931 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Phuong A V

2 de ago de 2020

por Helena S

28 de fev de 2020

por caterina w

2 de abr de 2019

por Patrick Z

12 de dez de 2020

por Bautista P

21 de abr de 2020

por Rishik R

15 de dez de 2019

por Luke L

29 de abr de 2020

por Ritik B

23 de abr de 2020

por Bruno R S

12 de jul de 2022

por Oj S

3 de jan de 2020


26 de jul de 2020

por Shahriar H F

17 de jul de 2020

por Lotachukwu I

21 de jun de 2020

por Laura U

21 de jul de 2021

por Raul B M

23 de ago de 2020

por Jeongtae L

5 de jul de 2020

por Antonio F

13 de mai de 2020

por woodlark99

13 de jan de 2021

por Thomas N

5 de ago de 2020

por Dr. S H A M S

28 de abr de 2020

por Eun-San K

8 de mar de 2020

por Patrick G

26 de mar de 2020

por Puja P N B M

26 de mar de 2022


27 de mai de 2019

por Xavier d L C

23 de jan de 2021