Mathematics for Machine Learning: Multivariate Calculus(으)로 돌아가기

4.7
별점
5,172개의 평가

## 강좌 소개

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....

## 최상위 리뷰

SS

2019년 8월 3일

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.

JT

2018년 11월 12일

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.

필터링 기준:

## Mathematics for Machine Learning: Multivariate Calculus의 928개 리뷰 중 151~175

교육 기관: caterina w

2019년 4월 2일

So glad the Professor made it back - he didn't show up until week 5. He's so charismatic and funny to watch. I learnt loads from this module and really appreciate the 'audit access'. Power to the People :)

교육 기관: Patrick Z

2020년 12월 12일

This helped me recall the calculus concepts I learned at university and how these concepts can be applied in machine learning. Thanks to the instructors at Imperial College London for developing this course!

교육 기관: Bautista P

2020년 4월 21일

Muy bueno, con explicaciones y profesores super claros, mostrando y desarrollando la teoría junto con la práctica en ejercicios de programación básicos para quien no esta adentrado al mundo de la informática

교육 기관: Rishik R

2019년 12월 15일

Very interesting and engaging material in this course. Feel a little bit difficulty while understanding topics from Sir David Dye's videos but the way of teaching by Sir Samuel J. Cooper is really excellent.

교육 기관: Luke L

2020년 4월 29일

An amazing course. Materials are presented in a way that spurs you on to learn more. The BEST MOOC I've taken so far! This course is great in how much material is covered. Truly a calculus roller coaster.

교육 기관: Ritik B

2020년 4월 23일

The course taught Multivariate Calculus from scratch. Quizzes and programming assignments were highly helpful in clearing concepts and applying acquired knowledge. Thanks a lot for this wonderful course.

교육 기관: Bruno R S

2022년 7월 12일

E​xcellent introduction to Calculus and its multivariate use. It is very difficult to find something on multivariate calculus with some good linear algebra application or use, but this course nailed it.

교육 기관: Oj S

2020년 1월 3일

All teachers are exceptional, and the examples covered really made sense and are likely to remain fitted in the student's minds so that they would never forget the fundamentals described in this course.

교육 기관: AKSHAT M

2020년 7월 26일

I just absolutely loved this course. It was a great course both on a practical level as well as giving the intuition and a feel of the multivariable calculus. Kudos to Sam Cooper sir and David Dye sir.

교육 기관: Shahriar H F

2020년 7월 17일

Great course. But it would be better to give more intuition about Lagrange multipliers and general non-linear least squares. Overall this course is awesome and got me to dig and practice more calculus.

교육 기관: Lotachukwu I

2020년 6월 21일

Very well thought out course. Concepts covered in this course are very well explained. You would need to have at least a high school foundation in Calculus to appreciate the content in this course.

교육 기관: Laura U

2021년 7월 21일

Multivariate Calculus course has been by far one of the best moocs I have taken in relation to learn maths for ml, its foundations helped a lot to understand how everything relates from bottom up.

교육 기관: Raul B M

2020년 8월 23일

It was very challenging, but not to the point where I felt lost. And that to me means I pushed the limits of my knowledge and skills further than before, which is what I expected from the course.

교육 기관: Jeongtae L

2020년 7월 5일

There are somewhat missing points. maybe too easy for someone, but not me. Anyway, all materials were easy to follow and instructors give an excellent explanations about topics. Great experience.

교육 기관: Antonio F

2020년 5월 13일

Great course. It is clear and accessible, giving a lot of the intuition of why things are done. Some important topics in calculus are missing, such as Integration, but overall very good course.

교육 기관: woodlark99

2021년 1월 13일

Quality of instruction and the visual presentation was superb. Completing the second course in this specialisation in Machine Learning has improved my confidence to tackle more advanced topics

교육 기관: Thomas N

2020년 8월 5일

Fantastic course and amazing instructors! I have always been a bit intimidated by math but your course boosted my confidence that I can learn these rather complicated ideas. Thank you so much!

교육 기관: Dr. S H A M S

2020년 4월 28일

I am happy see that how the simple concepts of calculus can be helpful in answering the machine learning problem. Instructors are very professionals and did full justification with the course.

교육 기관: Eun-San K

2020년 3월 8일

Though it was tough course, after you finish it, you might have a little confidence in your understanding linear regression. For a beginner like me, that will be my start point for my career.

교육 기관: Patrick G

2020년 3월 26일

Very clear lessons by two excellent coachs who present a smooth progression of the fundamentals of optimizations for machine learning. Plus very nice visualizations of the gradient descent.

교육 기관: Puja P N B M

2022년 3월 26일

This calculus course covering realy great topic. expecially with great example but also easy to understand this is the easely this is the best explanation calculus i've ever learn so far

교육 기관: pymo2504@gmail.com

2019년 5월 27일

El curso explica de forma sencilla, los conceptos de calculo necesarios para la comprensión del aprendizaje de máquina. Realmente muy útil. Además, incluye ejercicios prácticos en python

교육 기관: Xavier d L C

2021년 1월 23일

This course is exactly what I had in mind: (i) a review of the main multivariate results required for starting in machine learning; (ii) very good teachers; (iii) reasonable assignments

교육 기관: Irene L

2019년 11월 25일

very good course about the math for machine learning, they teach every detail and I was able to complete the quiz and assignment just after class and don't have to seek help on Google.

교육 기관: Marvin P

2018년 4월 6일

Just like the linear algebra one this course is absolutely awesome. The instructors provide structured insights, the assignments are well prepared. I'm amazed how much fun math can be!