Vector Calculus

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Calculus through Data & Modelling: Vector Calculus (Coursera)

Apr 1st 2024
Calculus through Data & Modelling: Vector Calculus (Coursera)
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This course continues your study of calculus by focusing on the applications of integration to vector valued functions, or vector fields. These are functions that assign vectors to points in space, allowing us to develop advanced theories to then apply to real-world problems. We define line integrals, which [...]

Calculus through Data & Modelling: Techniques of Integration (Coursera)

Apr 1st 2024
Calculus through Data & Modelling: Techniques of Integration (Coursera)
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In this course, we build on previously defined notions of the integral of a single-variable function over an interval. Now, we will extend our understanding of integrals to work with functions of more than one variable. First, we will learn how to integrate a real-valued multivariable function over different [...]

Mathematics for Machine Learning: Multivariate Calculus (Coursera)

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. [...]