Week | Date | Topic | Lecture Slides | Video | Software exercise | Hardware exercise | Notes |
1 | Sept 4 | Introduction | |||||
2 | Sept 9 | Tools | duckietown baseline | ||||
2 | Sept 12 | Tools | build boot calibrate, run and log! | ||||
3 | Sept 16 | Representations for Robots |
|
Kinematics and Odometry | |||
3 | Sept 18 | Robot Modeling |
|
Last week's extended to this week | |||
4 | Sept 23 | Control |
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Duckiebot control | |||
4 | Sept 25 | Control | Control Algorithms for Autonomous Vehicles [icloud] | Pure Pursuit on the Duckiebot (Due Wed. Oct 16) | |||
5 | Sept. 30 | Motion Planning | Introduction to Motion planning [icloud] | Duckiebot motion planning (Due Wed. Oct 9) | |||
5 | Oct. 2 | Project Intro | Project Ideas | ||||
6 | Oct. 7 | Reinforcement Learning | MDPs, Reinforcement Learning, and DeepRL for Autonomous Vehicles [icloud] | AI-DO RL Baseline (Due Fri. Oct 18) | |||
6 | Oct. 9 | Reinforcement Learning | Simulation and Sim2Real Transfer for Autonomous Vehicles [icloud] | Bonus: Run your RL agent on the Duckiebot | |||
7 | Oct. 14 | Thanksgiving holiday (no class) | |||||
7 | Oct. 16 | Imitation Learning | Online Interactive Imitation Learning [icloud] | Imitation learning exercise (up to 4% bonus) submission link | Project proposal consultations | ||
8 | Oct. 21 | Reading Week | |||||
8 | Oct. 23 | Reading Week | |||||
9 | Oct. 28 | Computer Vision | Class cancelled | ||||
9 | Oct. 30 | Computer Vision | Computer Vision Fundamentals [icloud] | CV exercise (Due Nov. 6) | Project Proposal Due | ||
10 | Nov. 4 | State Estimation | |||||
10 | Nov. 6 | State Estimation | Kalman Filter | State estimation exercise (Due Nov. 13) | Guest lecture from Prof. James Forbes | ||
11 | Nov. 11 | Computer Vision | |||||
11 | Nov. 13 | Deep Learning for Perception | Deep Learning for perception [icloud] | Optional: nuScenes Tracking Challenge (worth a bonus of up to 4% for submitting) submission link | |||
12 | Nov. 18 | Mapping and SLAM | Introduction to SLAM [icloud] | ||||
12 | Nov. 20 | Uncertainty | Uncertainty in Robotics [icloud] | ||||
13 | Nov. 25 | Work on projects | |||||
13 | Nov. 27 | Class Project Presentations | 5-10 mins presentation and 5-10 mins for questions/feedback for each group | ||||
14 | Dec. 2 | Class Project Presentations | 5-10 mins presentation and 5-10 mins for questions/feedback for each group | ||||
14 | Dec. 4 | AI-DO Montreal | Run each AI-DO submissions in Duckietown | Submission to LF Due | |||
15 | Dec. 9 | NeurIPS - no class | |||||
15 | Dec. 13 | NeurIPS - no class | Project Code (Submission to LFV/LFVI) Due | AI-DO in Vancouver | |||
Dec. 31 | Last day to submit report and make pull request into docs. |
*NB: The total of the grade for all of the exercises (including bonuses) cannot exceed 40% of total grade.