TinyEKF: Lightweight C/C++ Extended Kalman Filter with Python for prototypin...
Intermediate
Software
Application
TinyEKF is a simple C/C++ implementation of the Extended Kalman Filter that is general enough to use on different projects. In order to make it practical for running on Arduino, STM32, and...
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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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MATLAB Function: ztrans
Intermediate
Software
Application
ztrans(f) finds the Z-Transform of f. By default, the independent variable is n and the transformation variable is z. If f does not contain n, ztrans uses symvar.
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MPCTools: Nonlinear Model Predictive Control Tools for CasADi (Python Interf...
Intermediate
Software
Application
This Python package is a collection of model predictive control tools that build on CasADi by providing a simpler interface. Along with the python package, there are a bunch of example files...
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Model predictive control python toolbox
Intermediate
Software
Application
do-mpc is a comprehensive open-source toolbox for robust model predictive control (MPC) and moving horizon estimation (MHE). do-mpc enables the efficient formulation and solution of control...
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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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Jupyter Notebook: Code used to generate vibrational control of inverted pend...
Intermediate
Software
Demonstration
Jupyter Notebook: Code used to generate vibrational control of inverted pendulum figures
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Python Control Systems Library
Intermediate
Software
Application
The python-control package is a set of python classes and functions that implement common operations for the analysis and design of feedback control systems. The initial goal is to implement...
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Two Tank System: C MEX-File Modeling of Time-Continuous SISO System
Intermediate
Software
Demonstration
This MATLAB example shows how to perform IDNLGREY modeling based on C MEX model files. It uses a simple system where nonlinear state space modeling really pays off.
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Data based modeling of nonlinear dynamic systems using System Identification...
Intermediate
Software
Demonstration
Using an engine throttle valve modeling example, this demo shares some perspectives on creation of nonlinear models of dynamic systems from the measurements of its input and outputs. It...
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MATLAB scripts for "Nonlinear System Identification | System Identification,...
Intermediate
Software
Demonstration
This Github repo contains the data files and MATLAB scripts that were used in "Nonlinear System Identification | System Identification, Part 3".
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MATLAB Scripts for video "Linear System Identification | System Identificati...
Intermediate
Software
Demonstration
This Github repo contains the data files and MATLAB scripts that were used in the MATLAB Tech Talk video "Linear System Identification | System Identification, Part 2"
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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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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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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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