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Neural Network Overview

Steve Brunton
7 min
Beginner
Video
Theory

This lecture gives an overview of neural networks, which play an important role in machine learning today.

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Dynamic Mode Decomposition (Overview)

Steve Brunton
18 min
Intermediate
Video
Theory

In this video, we introduce the dynamic mode decomposition (DMD), a recent technique to extract spatio-temporal coherent structures directly from high-dimensional data. DMD has been widely...

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Multi-agent reinforcement learning: An overview

L. Bus ̧oniu, R. Babusˇka, and B. De Schutter
Intermediate
Peer Reviewed Paper
Theory

From the abstract:

Multi-agent systems can be used to address problems in a variety of do- mains, including robotics, distributed control, telecommunications, and economics. The complexity...

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Introduction to Anomaly Detection for Engineers

Mathworks - Brian Douglas
15 min
Beginner
Video
Theory

Anomaly detection is the process of identifying events or patterns that differ from expected behavior. This is important for applications like predictive maintenance but can be hard to...

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Control Bootcamp: Overview

Steve Brunton
19 min
Beginner
Video
Theory

Overview lecture for bootcamp on optimal and modern control. In this lecture, we discuss the various types of control and the benefits of closed-loop feedback control.

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Toys for Control Education

Ichiro Maruta
Intermediate
App
Theory

Teaching materials for control engineering education that run in web browsers. Speed control, position control, step response of 2nd order system, pole and impulse response, and rocket.

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How Antennas Work

Lesics
8 min
Intermediate
Video
Theory

Antennas constitute as a major component in various communication systems, signal transmission and many others. It is important to understand how they work and create propagating waves in...

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Intro to Data Science: Overview

Steve Brunton
6 min
Beginner
Video
Theory

This lecture provides an introductory overview to data science. I will discuss the high-level goals of this lecture series, and how data science is about asking and answering questions with...

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