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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

4.7
4,394件の評価
787件のレビュー

コースについて

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....

人気のレビュー

JT
2018年11月12日

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.

SS
2019年8月3日

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.

フィルター:

Mathematics for Machine Learning: Multivariate Calculus: 276 - 300 / 787 レビュー

by Pritam C

2020年9月20日

Outstanding Calculus class with lot's of Knowledge I learned, I will apply in my research. Thanks

by Patrick L

2018年9月9日

Fantastic overview/refresher of multivariate calculus, with links to ML / neural nets throughout.

by Iurii S

2018年3月26日

Great introduction to Multivariate Calculus with a lot of visualizations to prop up the intuition

by ARNOLD T T C

2020年9月4日

muy bueno, aprendi otra manera de ver todos los conceptos de los temas que comprende este modulo

by sujit j

2018年8月21日

Got excellent understanding of gradient descent in case when there are multiple stationary point

by Mayank C

2020年7月27日

The instructors explains things so well, this course makes you understands concepts intutively.

by JITHIN P J

2020年4月23日

It was a Nice journey throughout the course. gained so much of knowledge and hand on experiance

by Mukul K

2018年10月14日

it was a bit longer and tougher than expected, but I enjoyed it and learnt a lot nonetheless!!!

by imran s

2018年9月29日

This course helped me understand back propagation in mathematical sense. I highly recommend it.

by Toan L T

2018年9月29日

A great course. Good for brushing up on Calculus.

High hope for the next course in the series.

by Sidharth P

2020年6月15日

Enjoyed every bit if it,highly recommended for the useful insight seeker in Machine learning.

by Mayank

2020年12月3日

This course cleared so many concepts and enabled me to further master the subject on my own.

by Ron S

2020年9月25日

Great combination of linear algebra and differential calculus in a machine learning context.

by Max W

2020年4月5日

little fast moving, probably should be familiar with calculus before taking , great course!

by Andrew

2019年3月27日

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

by Karthik

2018年4月23日

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

by Akshat S

2020年8月30日

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

by Pramod H K

2020年8月3日

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

by Rishi C

2020年6月5日

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

by Muhammad M

2019年8月22日

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

by Greg E

2019年7月22日

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

by Sanchayan D

2020年5月30日

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

by Dmitry K

2020年4月20日

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

by John M

2020年2月28日

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

by Santosh B

2019年5月13日

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