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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
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5,144 classificações
921 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

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.

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.

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426 — 450 de 925 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Evgeny ( C

25 de jul de 2018

Great balance between presentation and excellent exercises

por Amanda A

18 de jun de 2021

Another brilliant course in this series! On to the next!

por Sree H N

9 de jun de 2020

One of the best courses I've come across on the platform.

por Trevor A G

27 de mai de 2020

Great overview of multivariate calculus and nice intro to

por Praveen J

27 de abr de 2020

An awesome way to introduce towards multivariate calculus

por Sergio S R

11 de nov de 2018

Excellent course. Instructors are clear and to the point.

por Ahmed F

2 de jul de 2020

it's an awesome course and very important for ML carrier

por David H

27 de jan de 2019

They know what students want to learn and teach it well.

por Geoffrey K

14 de nov de 2018

A most intuitive way of learning calculus. Great course!

por Yuichi M

27 de out de 2018

From basic concept to profound and practical calculation

por Ejulu W

6 de jul de 2021

lots of learning but less visialisation towards the end

por Nikhil S

27 de nov de 2020

I have no words for this course Amazing, Awesome .....

por Prut S

28 de jul de 2020

Amazing progression of content. Enthusiastic lecturers.

por Rok Z

19 de jan de 2020

Great course with a lot of math and practical examples

por Sujeeth S

12 de jan de 2019

very good introductory course to Multivariate Calculus

por ABHILASH N

27 de jul de 2020

Good introductory course on calculus and optimisation

por Deepak T

20 de mar de 2020

Taylor Expansion, Gradient Descent and further more:)

por Ashutosh P

15 de set de 2018

Great comprehensive course for Mathematics behind ML.

por John C B

19 de jul de 2021

well presented material with nice, clean assignments

por John V

2 de abr de 2020

One of the best practical math courses I have taken

por Maria B

11 de fev de 2020

Amazing course, everything is very well explained :)

por Steve G

2 de fev de 2019

Great course learned a lot Teacher was very engaging

por DIAZ R G A

1 de out de 2020

excelente curso con todos los temas bien explicados

por ignacio

29 de jun de 2018

Excellent way of explaining such abstract concepts.

por Charchit S

2 de dez de 2020

This course give's you a head start in ML journey.