UCSD ECE276A: Sensing & Estimation in Robotics (Winter 2022)

Date Lecture Material Assignment
Jan 04 Introduction
Jan 06 Probability Theory Review Barfoot-Ch.2
Jan 11 Catch up
Jan 13 Linear Algebra Review Matrix-calculus HW1, PR1
Jan 18 Unconstrained Optimization Barfoot-Ch.4.3.1 HW1 Solutions
Jan 20 Gaussian Discriminant Analysis Mitchell-NaiveBayesLogReg
Jan 25 Catch up
Jan 27 Logistic Regression Mitchell-NaiveBayesLogReg
Feb 01 Rotations Barfoot-Ch.6.1-6.3
Feb 03 Motion and Observation Models Barfoot-Ch.6.4 PR2
Feb 08 Catch up HW2
Feb 10 Bayes Filter, Particle Filter Barfoot-Ch.4.2 HW2 Solutions
Feb 15 Particle Filter SLAM Thrun-Burgard-Fox-Ch.7-9
Feb 17 Catch up
Feb 22 Kalman Filter Barfoot-Ch.3.3, Sarkka-Ch4
Feb 24 EKF, UKF Barfoot-Ch.4.2, Sarkka-Ch5 HW3, PR3
Mar 01 Visual-Inertial SLAM HW3 Solutions
Mar 03 Catch up
Mar 08 SO(3) and SE(3) Groups Barfoot-Ch.7.1-7.2 Final Exam Practice Problems
Mar 10 Localization and Odometry from Point Features Final Exam Practice Solutions
Mar 17 Final Exam