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awesome-robotics-teaching
Collection of curriculum and useful examples for robotics and autonomous systems education using MATLAB® and Simulink® for different stages of learning.
https://github.com/mathworks-robotics/awesome-robotics-teaching
Last synced: about 8 hours ago
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Educational Hardware
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- Quanser Pick and Place labs
- VEX Robotics V5 support
- Turtlebot support
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
- ROS on Raspberry Pi
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Overview Resources
- ![Watch the video - robotics.html) |
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Learning Topics
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Introduction to Robotics
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Physics and Mechanics
- (Beginner) Physics Course with Symbolic Math [Curriculum
- (Intermediate) Electromechanical Systems [Curriculum
- (Advanced) Modeling, Design, and Control of Robotic Mechanisms - Kyungnam University (Curriculum) - DOF simulation, real-time control and an Arduino project for a walking robot.
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Controls and Estimation
- (Beginner) Controls Tutorials - University of Michigan (Curriculum)
- (Beginner) Transfer Function Analysis of Dynamic Systems (Curriculum)
- (Beginner) Control Design Onramp with Simulink (Interactive Tutorials)
- (Intermediate) Embedded Control and Mechatronics - Southern Illinois University (Curriculum)
- (Advanced) Feedback linearization and nonlinear control of two link robots [Example
- (Intermediate) Control of Mobile Robots (Curriculum)
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Sensing and Perception
- (Beginner) Intro to Image Processing - University of Wisconsin-Madison
- (Beginner) Getting Started with Perception [Videos | Examples
- (Beginner) Image Processing Onramp with MATLAB
- (Intermediate) Computer Vision Onramp (Self-Paced Tutorials)
- (Intermediate) Image processing with MATLAB (Self-paced Course)
- (Advanced) Deep Learning Onramp (Self-Paced Course)
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Programming and Embedded Computing
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Robot Intelligence
- (Beginner) Navigation Stack Templates for Mobile Robots [Examples | Videos
- (Intermediate) Localization and Kalman Filters [Curriculum
- (Beginner) Robotic Manipulators Course Modules (Curriculum)
- (Beginner) Forward/Inverse Kinematics of 2-link robots [Interactive Example
- (Beginner) Workspace Analysis of Planar n-DOF robots [Example
- (Intermediate) Modeling and Control of Serial Manipulators using Dual-Quaternions
- (Intermediate) Designing Manipulator Algorithms [Examples | Simulations
- Modeling Multi-Agent Robot Systems - University of Washington
- (Beginner) Introduction to Mobile Robotics (Self-paced Tutorials)
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Machine Learning
- (Beginner) Reinforcement Learning Onramp [Self-Paced Course
- (Intermediate) Q-learning for 4-Link robot walker (Interactive Simulator) - link robot walking demonstrating practical programming, inverse kinematics, Q-learning for motion control, and simulated annealing.
- (Intermediate) AI for Robotics Workshop [Examples
- (Intermediate) Reinforcement Learning with MATLAB (Curriculum) - learning for MDP, Stochastic Gridwrold with DQN, thermal control with DDPG Agent, and robot walking.
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Instruction and Grading Tools
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Machine Learning
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