CS 287: Advanced Robotics, Fall 2011
Lecture Videos


Main class webpage

Lecture Topic Videos
Tu 8/30 Probability Review, Bayes Filters Part 1 Part 2 Part 3
Th 9/1 Motion Models, Beam Sensor Models, Particle Filters Part 1 Part 2
Tu 9/6 Particle Filters++, Localization Part 1 Part 2
Th 9/8 Particle Filters++, Mapping with Known Poses Part 1 Part 2
Tu 9/13 Mapping with Known Poses, Rao-Blackwellized Particle Filters Part 1 Part 2
Th 9/15 gMapping, Scan Matching Part 1 Part 2
Tu 9/20 Multivariate Gaussians Part 1 Part 2
Th 9/22 Kalman Filtering Part 1 No Part 2
Tu 9/27 EKF, UKF Part 1 Part 2
Th 9/29 Smoother, MAP Part 1 Part 2
Tu 10/4 Maximum Likelihood Part 1 Part 2
Th 10/6 EM (SEIF, EnKF, EKF-SLAM, FastSLAM, GraphSLAM, SE(3)) Part 1 Part 2
Tu 10/11 MDP's, Value Iteration Part 1 Part 2
Th 10/13 Discretization of Continuous State Space MDP's Part 1 Part 2
Th 10/20 LQR, Iterative LQR / Differential Dynamic Programming Part 1 Part 2
Tu 11/01 Unconstrained Nonlinear Optimization Part 1 Part 2
Tu 11/03 Constrained Nonlinear Optimization, Convex Optimization Problems Part 1 Part 2 Part 3
Tu 11/08 Locally Optimal Control through Nonlinear Optimization: Shooting Methods, Collocation Methods, MPC; POMDPs Part 1 Part 2
Th 11/10 Motion Planning: PRM, RRT + variants Part 1 Part 2 Part 3
Tu 11/15 Motion Planning: A* + variants Part 1 Part 2 Part 3
Th 11/17 Object Instance Retrieval/Detection Part 1 Part 2 Part 3
Tu 11/22 Grasp Quality Metrics, Optimizing Grasp Quality Part 1 Part 2 Part 3
Tu 11/29 Personal Robotics. Guest Lecture by Steve Cousins, CEO Willow Garage Part 1 Part 2
Th 12/1 Case Study: Autonomous Helicopter Part 1 Part 2