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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

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5,178 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

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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351 — 375 de 928 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Aditya M

10 de mai de 2020

this course is really helpful for building mathematical skills for machine learning

por Ajay S

8 de abr de 2019

really a great course for learning calculus for mathematics. thanks for teaching us

por T K

21 de jul de 2020

Right amount of practice and programming assignments, helped in building intuition

por Fabian B

16 de jun de 2019

Challenging, but very exciting. Learned a lot interesting fundamentals. Thank you.

por J G

23 de abr de 2018

It is a very good course about the Mathematics behind the Machine Learning models.

por Tze C L

12 de fev de 2021

Intuitive and practical guide to calculus with applications for machine learning.

por Aishik R

11 de jan de 2020

Explanation on derivative of a vector wrt Matrix would have been great e.g, dZ/dW

por Suyog P

21 de ago de 2019

Excellent course to start for Machine Learning and revise Multivariable Calculus.

por Carlos A V P

12 de jan de 2022

F​ácil de entender y con un buen contenido introductorio, te deja listo para ML

por Jorge L C T

26 de ago de 2021

This course it´s great i love applied maths and the way the themes were given !

por Daniel W

13 de jun de 2020

Awesome class. Highly recommended. Both instructors among the best on Coursera.

por Oscar S

20 de mai de 2020

The course filled up my expectatives and the lecturers teachs in a simply form.

por Shmuel S

21 de ago de 2019

Loved the course as it gives very concrete example to somehow abstract concepts

por Bohdan K

4 de ago de 2020

Nice course, tried to learn calculus by a book but this course is much easier!

por Sijeo P

26 de abr de 2020

Good Course to consider if looking to learn Machine Learing or Neural Networks

por Berkay E

4 de ago de 2019

The course has awesome explanations, especially for machine learning concepts.

por Paula D P G

19 de jun de 2020

This a great course, right to the point with very good teachers. Recommended!

por Luo Y

2 de out de 2019

Excellent course for gaining a basic understanding for calculus-coding stuff.

por Shubham T

18 de jul de 2019

Great course. It provides good insights on Calculus used in Machine Learning.

por Ling J

9 de abr de 2018

This is a good course for those people learned calculus before for a refresh.

por I M N P M

27 de fev de 2021

Great explanation with a lot of animation to help me understand the concept!

por Haozhe ( X

27 de mai de 2020

Great course for review linear algebra before stepping into machine learning

por Fabian S C G

6 de out de 2019

Excelente curso, excelentes profesores y excelente material didáctico 10/10.

por Andrew L L

6 de jul de 2019

Amazing as usual. Very clear and highly engaging content. Thank you so much!

por Raafat A

30 de nov de 2019

Great Quality of instruction and linking to actual uses in Machine Learning