UCSD ECE276A: Sensing & Estimation in Robotics (Winter 2020)

Date Lecture Material Assignment
Jan 06 Introduction
Jan 08 Probability Theory Review Barfoot-Ch2
Jan 13 Unconstrained Optimization Barfoot-Ch4.3.1, Matrix-calculus HW1, HW1 Solutions
Jan 15 Supervised Learning Mitchell-NaiveBayesLogReg PR1
Jan 20 No class: Martin Luther King Day
Jan 22 Catch up Tomasi-EM
Jan 27 Rotations Barfoot-Ch6.1-6.3
Jan 29 Motion and Observation Models Barfoot-Ch6.4
Feb 03 Catch up
Feb 05 Bayes Filter, Particle Filter Barfoot-Ch4.2 HW2, HW2 Solutions, PR2
Feb 10 Particle Filter SLAM Thrun-Ch7-9
Feb 12 Kalman Filter Barfoot-Ch3.3
Feb 17 No class: President's Day
Feb 19 Catch up
Feb 24 EKF, UKF Barfoot-Ch4.2
Feb 26 SO(3) and SE(3) Groups Barfoot-Ch. 7.1-7.2 HW3, HW3 Solutions, PR3
Mar 02 Visual-Inertial SLAM
Mar 04 Visual Features, Optical Flow Image-Features
Mar 09 Catch up
Mar 11 Localization and Odometry from Point Features
Mar 16 Final Exam Final Exam Practice Problems
Final Exam Practice Solutions