The course sets up the foundations and covers the basic algorithms covered in probabilistic machine learning. Several techniques that are probabilistic in nature are introduced and standard topics are ...

This prevents catastrophic forgetting and ... that non-parametric Bayesian models, specifically DPMM, can serve as effective prior knowledge for robotic lifelong learning," said Meng.