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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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326 — 350 de 928 Avaliações para o Mathematics for Machine Learning: Multivariate Calculus

por Andrew

27 de mar de 2019

Quality course that will leave you feeling confident in multivariate calculus and analytics.

por Karthik

23 de abr de 2018

Good reshres for calculus. I would recommend to take Khan Academy and then take this course.

por Akshat S

30 de ago de 2020

Great course with amazing Instructors! They made all the maths easy to understand and fun!

por Pramod H K

3 de ago de 2020

Great maths intuition and building of famous GD learning through theory and implementation

por Rishi C

5 de jun de 2020

Exactly what I was looking for - an intuition to understand what the algorithms are doing.

por Muhammad M

22 de ago de 2019

A good starter course on calculus if you want to go for Machine learning or Data Sciences.

por Greg E

22 de jul de 2019

Another great course from Imperial College London. I highly recommend this specialization.

por Sanchayan D

30 de mai de 2020

Good introduction and useful addition to calculus toolbox as applied to Machine Learning

por Dmitry K

20 de abr de 2020

Great course for those who studied it a long time ago and need to refresh the knowledge.

por John M

28 de fev de 2020

It is a wonderful course, helped me to gain a solid foundation in multivariate calculus.

por Santosh B

13 de mai de 2019

A well structured course packing a lot of learning content and taught by good lecturers.

por Felipe G P

16 de jan de 2019

Aulas excelentes! Professor conhece bem o que ensina e tem bastante didática! Recomendo!

por Congci ( H

22 de mai de 2020

Great intro to Multivariate Calculus. Seamlessly connected to the Linear Alegra course.

por prudgin g

23 de jan de 2020

The authors of this course do their best to give intuitive understanding. Great course!

por Karen A

3 de jul de 2018

Really clear, provided a thorough understanding of how steepest descent / ascent works.

por Jerónimo G

10 de out de 2020

Estuvo padre el curso, la manera en la que explicaban era bastante simple y entendible

por Jose S

21 de set de 2019

Very educational if you want to get behind some of the mathematics in machine learning

por Manjunath H

10 de jul de 2019

Very organised. Assignments are great to practically apply the concepts into practice.

por Ishan P

27 de jan de 2019

Wonderful for all mathematics behind machine learning. I really enjoyed completing up.

por Ramakrishnan.K

12 de mai de 2020

High school calculus retold with machine learning relevance and the magic has worked!

por David N

22 de abr de 2021

Great course to get into calculus as applied to machine learning. Great instructors.

por Sagnik M

7 de ago de 2020

Everyone should take this course before stepping into the ocean of Machine Learning.

por Yamil V

19 de mai de 2020

Lucid explanations of fairly complicated concepts. I learned a lot from this course.

por Muhammad U R

14 de jul de 2020

Hello. This is an extraordinarily tremendous course to learn multivariate calculus.

por Trishita M

12 de jul de 2020

Excellent course to get started for learning the math behind Machine Learning,etc.