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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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401 - 425 de 928 revisiones para Mathematics for Machine Learning: Multivariate Calculus

por Jesús E C G

8 de ago. de 2020

Muchas gracias por el curso! Muy buen material, súper recomendado

por Pranit M

11 de jun. de 2020

Amazing explanations by the instructors and,

greatly constructed!

por Snehal P

19 de sep. de 2020

It was nice course. Little bit time consuming but we can manage.

por Benjamin C

21 de ene. de 2020

This is a very good course both on theoritical an applied sides.

por Zecheng W

23 de sep. de 2019

Great course! Great review for multivariable Calculus and coding

por taeha k

24 de jul. de 2019

Recommend if you want to know the basic math of Machine Learning

por Navaneeth M

15 de may. de 2019

Excellent course. Must do course for Machine Learning Developer.

por Sergii T

25 de nov. de 2018

Nice Course. It is well structured and is interesting to follow.

por George W

19 de oct. de 2018

Nice course. Except the graph of the last assignment won't show.

por Md. A A M

20 de ago. de 2020

Fantastic effort to teach such a great way. Highly Recommended.

por Thomas L

4 de nov. de 2019

Brilliant course that covers so much in such a short time span.

por Jevon K M

9 de mar. de 2019

My current (2019.03.09) employer hates it. Therefore I love it.

por Tich M

3 de ene. de 2019

great course, great teachers. they break things down very well!

por Tao S

8 de feb. de 2021

This course is excellent! I really enjoy Dr.Cooper's teaching.

por Andrés M

6 de jul. de 2020

Coming from a BA in maths, I didn't expect it to be that good.

por Aayush S

29 de may. de 2020

Very good course for understanding basics of machine learning


31 de mar. de 2020

Course outline is well defined and instructors are very good.

por Pavel S

12 de dic. de 2019

The best course of the module (perfect for non-matematicians)

por Dominic D

8 de ene. de 2019

Very practical introduction to the subject, very well paced!

por Matt T

31 de ene. de 2021

Great overview of the calculus topic needed to start in ML!

por Morayo O

29 de mar. de 2020

I learned so much, more so on how calculus factors into ML.

por Cheung Y H

8 de oct. de 2019

Clear and easy to follow, with practical examples and tasks

por Shahriyar R

9 de sep. de 2019

Amazing in-depth explanations and insights. Thanks for all.

por Kris S

28 de may. de 2019

Very well taught, great flow of lectures, awesome teachers!

por Raghunatha R t

19 de ago. de 2020

Excellent course and interesting applications with python.