This schedule is tentative and subject to change.
All Slides will be posted on Canvas
DATE | TOPIC | DUE | READINGS |
---|---|---|---|
March 31 | Introduction and Course Overview | ||
April 2 | Anatomy of an Autonomous Vehicle | Knowledge Survey | Prob. Rob., Ch. 1, Ch. 2 |
April 4 | Recursive Bayes Filtering | Prob. Rob., Ch. 5.2, Ch. 6 (through 6.3) | |
April 7 | Particle Filtering | Prob. Rob., Ch. 4 | |
April 9 | Motion and Observation Models | Prob. Rob., Ch. 4 | |
April 11 | Reading #1 | Reading responses | |
April 14 | The Kalman Filter - TA lecture | Intro Project | A New Approach to Linear Filtering, Prob. Rob., Ch. 3 |
April 16 | Quiz #1: Localization | ||
April 18 | Reading #2 | Reading responses | |
April 21 | Introduction to Feedback Control | Modern Robotics, Ch. 11 | |
April 23 | PID Control, Pure Pursuit | Pure Pursuit, DARPA Challenge Controllers | |
April 24 | Localization Project Demo | ||
April 25 | Reading #3 | Reading responses | |
April 28 | Model Predictive Control | Localization Project Writeup | Model Predictive Control for Aggressive Driving Over Uneven Terrain |
April 30 | Linear Quadratic Regulator | Underactuated Robotics, Ch. 8, Notes on LQR by P. Abbeel | |
May 2 | Reading #4 | Reading responses | |
May 5 | Introduction to Planning | Planning Algorithms | |
May 7 | Heuristic Search | Original A* Paper, Planning Algorithms, Ch. 2 | |
May 8 | Controls Project Demo | ||
May 9 | Quiz #2: Controls | ||
May 12 | Sampling-based Motion Planning | Controls Project Writeup | Planning Algorithms, Ch. 5 |
May 14 | Lazy Search, Planning for Vehicles | LazySP Paper | |
May 16 | Introduction to Machine Learning, Behavior Cloning | ||
May 19 | Interactive Imitation Learning | ||
May 21 | Quiz #3: Planning + Learning | ||
May 22 | Planning Project Demo | ||
May 23 | Guest Lecture Learning | ||
May 26 | Memorial Day Holiday | Planning Project Writeup | |
May 28 | Guest Lecture Learning | ||
May 30 | Conclusion | ||
June 2 | Work on project | ||
June 4 | Work on project | ||
June 6 | Final Project Demos (Time TBD) | Final Project |