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
|