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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

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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


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.


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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426 - 450 de 928 revisiones para Mathematics for Machine Learning: Multivariate Calculus

por XL T

20 de mar. de 2020

totally mind blowing and refreshing way to learn calculus!

por Gyan D

8 de oct. de 2019

This course gave a good intuition of the mentioned topics.

por Du L

5 de ago. de 2018

Super Great!!!

Clear illustration on 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 may. 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 ene. 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 oct. 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 ene. de 2020

Great course with a lot of math and practical examples

por Sujeeth S

12 de ene. de 2019

very good introductory course to Multivariate Calculus


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 sep. 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 feb. de 2020

Amazing course, everything is very well explained :)

por Steve G

2 de feb. de 2019

Great course learned a lot Teacher was very engaging