Linear Algebra Review
Intermediate
Course
Theory
This short course is a quick review of linear algebra, intended for students who have already taken a previous course in linear algebra or have some experience with vectors and matrices. The...
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RADAR Engineering
200 min
Intermediate
Course
Theory
Radar technology is used widely today. The principles involved are very fundamental and every engineering student studies them at least once. This playlist covers Radar Engineering for an EE...
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Yann LeCun’s Deep Learning Course at CDS
Intermediate
Course
Theory
This course concerns the latest techniques in deep learning and representation learning, focusing on supervised and unsupervised deep learning, embedding methods, metric learning...
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Averaging Methods in Nonlinear Dynamical Systems
Intermediate
Book
Theory
Perturbation theory and in particular normal form theory has shown strong growth during the last decades. So it is not surprising that the authors have presented an extensive revision of the...
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Full Stack Deep Learning
Intermediate
Course
Theory
There are many great courses to learn how to train deep neural networks. However, training the model is just one part of shipping a deep learning project. This course teaches full-stack...
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No! Not Laplace Transforms
60 min
Intermediate
Course
Theory
In my 13-year industrial career, I never used Laplace transforms. However, transfer functions and block diagram notation are efficient methods to describe dynamic behaviors, and are often...
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Design of Embedded Robust Control Systems Using MATLAB®/Simulink®
Intermediate
Book
Demonstration
Robust control theory allows for changes in a system whilst maintaining stability and performance. Applications of this technique are very important for dependable embedded systems, making...
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Essence of Linear Algebra: Understand the Geomterical Beauty in Linear Algeb...
140 min
Intermediate
Course
Application
Linear Algebra is a very important and fundamental topic needed in almost every field of STEM. While the linear part of it is easy to understand and perform operations on, the geometric...
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Controls Engineering in the FIRST Robotics Competition
Intermediate
Book
Application
This guide is intended to make an advanced engineering topic approachable so it can be applied by those who aren’t experts in control theory. The intended audience is high school students...
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Teaching resources for a reinforcement learning course
Intermediate
Course
Theory
Teaching resources by Dimitri P. Bertsekas for reinforcement learning courses. The website has links for freely available textbooks (for instructional purposes), videolectures, and course...
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