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Volver a Mathematics for Machine Learning: Multivariate Calculus

Opiniones y comentarios de aprendices correspondientes a Mathematics for Machine Learning: Multivariate Calculus por parte de Imperial College London

5,115 calificaciones
911 reseña

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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....

Principales reseñas


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 916 revisiones para Mathematics for Machine Learning: Multivariate Calculus

por Bahar A

14 de ago. de 2020

It was really helpful. Thanks a lot.

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 ene. de 2020

Thank you very much for this course

por Sarthak G

30 de oct. de 2018

it was awesome learning this course

por Andrew K N

21 de feb. de 2021

Excellent course.

Very good course


23 de ago. de 2020

Very nicely explained the concepts

por Loc N

13 de ene. 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 may. de 2018

Great class and great instructors.


29 de sep. 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 may. 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 ene. de 2022

Good one to build the intuition.

por Muhammad T

26 de feb. de 2021

good course and difficult course

por Uria L

30 de dic. 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 ene. de 2019

Thank you! Really nice course!


11 de nov. de 2021

Excellent recommended course.

por kai k

5 de may. de 2019

well taught - great activites