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Mathematics for Machine Learning: Multivariate Calculus
HomeE-Learning ShopTeaching & AcademicsMath Mathematics for Machine Learning: Multivariate Calculus
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Mathematics for Machine Learning: PCA
Mathematics for Machine Learning: PCA $69.00

Mathematics for Machine Learning: Multivariate Calculus

$49.00

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. read more…

Level

Beginner

Rating

4 Stars

Duration

17 + Hours

Language

English

Subtitle

English, Greek, Spanish

Feature

Captions, Certification, Exercises, On-Demand, Quizzes

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Categories: Development, Math, Science, Teaching & Academics Tags: Gradient Descent, Linear Regression, Multivariable Calculus, Vector Calculus
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Description

What you'll learn

What is calculus?

Multivariate calculus

Multivariate chain rule and its applications

Taylor series and linearisation

Intro to optimization

Regression

Description

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.

Requirements

Access to a computer or mobile device with an internet connection.

Motivation to learn!

There are no special materials or prerequisite knowledge required for this course.

Who this course is for

Students who are new to this field

Students willing to put in a couple hours to learn about Mathematics for Machine Learning: Multivariate Calculus

Advanced students wanting to add another skill to their portfolio

Content Creator

David Dye – Professor of Metallurgy – Department of Materials
A. Freddie Page – Strategic Teaching Fellow – Dyson School of Design Engineering
Samuel J. Cooper – Lecturer – Dyson School of Design Engineering

This course includes

Participation Confirmation/Certificate

Option for learning at your own pace

Videos and reading material about the course

Practice tests

Assessed tasks with feedback from other course participants

Evaluated tests with feedback

Evaluated programming tasks

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Mathematics for Machine Learning: Multivariate Calculus

Mathematics for Machine Learning: Multivariate Calculus

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