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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....



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.


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.


Mathematics for Machine Learning: Multivariate Calculus: 251 - 275 / 787 レビュー

by José C V


Excellent course, i feel is very useful to develop applications with this ideas. Thanks for the lessons.


by Aniruddh M


Wow! Things seemed to look difficult at some stage.

But algorithms came and saved the day every single time!

by Ng H


Excellent course on multivariate calculus, concepts are well taught and easy to understand by the professors

by Aleksey I


Great course. Might be missing a few small details that will be hopefully filled in for the next iterations.

by Mohammad S A


this is a very good course to learn machine learning basics. I will suggest this course to my friends also.

by Sivasankar S


Excellent course and I am happy that I had taken and able to do it. Thank you so much for the entire team.

by Mahrukh T


Amazing course to gain firm understanding of mathematical concepts underlying Machine Learning! Thank you.

by Chokdee S


It's really great course who want to study gradient decent using multivariate calculus from the ground up.

by Alphanso W


For the first time, I understand calculus. The explanations are clear and I am able to follow. Thank you.

by Eric


quite challenging. when get confused dont give up; look for other sources for explanations. great course.

by Ashlee H


Helpful look into the more specific details to the mathematics behind core concepts of machine learning.

by Edwin G P P


It is a very good course for learning about the basic mathematics for machine learning and python tools.

by Jens W


This course is very well build and keeps a perfect balance of being demanding without being frustrating

by Prerak S


Good Brush Up For The Reuired Mathematics tools for ML And Data Science as far as calculus is concerned

by Tan S G


a very good course if you look forward to specialize in the mathematics of the machine learning field.

by Lin T


Dr. Cooper explains the concepts clearly. The compelling graphics also provides good intuition for me.

by Deleted A


Helped me understand the underlying match concepts in machine learning and did help me professionally.

by Franck B


Very dynamic and clear instructors, a good way to understand or refresh knowledges in a pleasant way.

by Devamanyu H


This course provides a comprehensive overview of fundamental math and intuition used in optimization.



i totally love this course which seems to understand about the NATURE

which we are IN..............

by Huang X


Really good course, I learned a lot from here. This course makes me feel that math is neat and cool.

by Tarun D


Excellent course for ML beginners and intermediate levels for diving into the core of mathematics .

by Christopher R


Down and dirty explanation of multivariate calc. I wish I had this prior to calc 3 back in the day.

by harish h


Excellent course for those who wish to learn maths behind some algorithms used in Machine Learning

by jinesh p


Everyone should take this course before jumping into machine learning algorithms and applications.