resourcium_beta
Select any filter and click on Apply to see results

Linear Systems [Control Bootcamp]

Steve Brunton
24 min
Beginner
Video
Theory

Linear systems of ordinary differential equations are analyzed using eigenvalues and eigenvectors. This will be the mathematical foundation of this bootcamp on linear control theory.

See More

Types of Machine Learning 1

Steve Brunton
6 min
Beginner
Video
Theory

This lecture gives an overview of the main categories of machine learning, including supervised, un-supervised, and semi-supervised techniques, depending on the availability of expert labels...

See More

Second Order Dynamics

Vincent Stevenson
3 min
Beginner
Video
Theory

A crash course overview on second order dynamics in the frequency domain, what the key parameters are, and why they matter.

See More

Principal Component Analysis (PCA)

Steve Brunton
13 min
Beginner
Video
Theory

Principal component analysis (PCA) is a workhorse algorithm in statistics, where dominant correlation patterns are extracted from high-dimensional data.

See More

The Laplace Transform

Christopher Lum
115 min
Beginner
Video
Theory

In this video we show how to perform the Laplace transform on a signal in the time domain to obtain its equivalent representation in the Laplace domain. Top...

See More

Gain and Phase Margins Explained!

Brian Douglas
13 min
Beginner
Video
Theory

In this video I explain gain and phase margins. If you are confused by this topic I hope this video will help tie all of the concepts together that go into understanding what gain and phase...

See More

Introduction to Bode Plots

Christopher Lum
42 min
Beginner
Video
Theory

In this video we introduce the concept of Bode plots including what they represent, how they are generated, as well as how to use Matlab tools to work with B...

See More

Derivation of the Heat Equation

Christopher Lum
31 min
Beginner
Video
Theory

In this video, we derive the heat equation. This partial differential equation (PDE) applies to scenarios such as the transfer of heat in a uniform, homogen...

See More