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Machine Learning Goals

Steve Brunton
7 min
Beginner
Video
Theory

This lecture discusses the high-level goals of machine learning, and what we want out of our models. Goals include speed and accuracy, along with interpretability, generalizability...

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Neural Networks and Deep Learning

Steve Brunton
7 min
Beginner
Video
Theory

This lecture explores the recent explosion of interest in neural networks and deep learning in the context of 1) vast and increasing data sets, and 2) rapidly improving computational...

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The Routh-Hurwitz Stability Criterion

Christopher Lum
82 min
Beginner
Video
Theory

In this video we explore the Routh Hurwitz Stability Criterion and investigate how it can be applied to control systems engineering. The Routh Hurwitz Stabi...

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Digital Twins

Steve Brunton
8 min
Beginner
Video
Theory

This lecture discusses the use of data-driven digital twins in advanced model-based design and engineering, and the related digital thread, which ties together the data throughout an entire...

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Understanding The Sensitivity Function

Brian Douglas
13 min
Beginner
Video
Theory

In this video I explain the sensitivity function and try to demystify the equation used to solve for the nominal sensitivity peak. Sensitivity describes how much process variations affect...

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Lecture 24: Stability using Bode plots

Dr. Rajesh Joseph Abraham
46 min
Beginner
Video
Theory
This module discusses how to draw asymptotic Bode plots. It also tells how to calculate stability via the Gain Margin and Phase Margin as read from the Bode ... See More