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Mathematics for Machine Learning: Multivariate Calculus に戻る

インペリアル・カレッジ・ロンドン(Imperial College London) による Mathematics for Machine Learning: Multivariate Calculus の受講者のレビューおよびフィードバック



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....



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.


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.


Mathematics for Machine Learning: Multivariate Calculus: 301 - 325 / 778 レビュー

by Congci ( H


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

by prudgin g


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

by Karen A


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

by Jerónimo G


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

by Jose S


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

by Manjunath H


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

by Ishan P


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

by Ramakrishnan.K


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

by Sagnik M


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

by Yamil V


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

by Muhammad U R


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

by Trishita M


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

by Aditya M


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

by Ajay S


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

by T K


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

by Fabian B


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

by J G


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

by Lee T C


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

by Aishik R


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

by Suyog P


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

by Daniel W


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

by Oscar S


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

by Shmuel S


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

by Bohdan K V


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

by Sijeo P


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