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Singular Value Decomposition (SVD): Overview

Steve Brunton
6 min
Beginner
Video
Theory

This video presents an overview of the singular value decomposition (SVD), which is one of the most widely used algorithms for data processing, reduced-order modeling, and high-dimensional...

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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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3D Kinematics, Free Falling, Reference Frames

Lectures by Professor Walter Lewin, MIT OCW
53 min
Intermediate
Video
Theory

Walter Lewin is one of the most reputed professors and was a former lecturer at MIT. His free to watch series on YouTube titled 8.01 is an excellent one for undergrads and high school...

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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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Controlling Robotic Swarms

Brian Douglas
13 min
Beginner
Video
Theory

Come with me to the Robotics, Aerospace, and Information Networks lab at the University of Washington to learn the basics of swarm robotics. Find out how simple distributed algorithms can...

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