arrow_back Back home

Lecture 7: Limitations and New Frontiers

L10: Robot Learning

Robots are computers in motion. AI gives machines the ability to reason. ML enables machines to learn, improve, and make predictions. ML can be descriptive, predictive, or prescriptive.

Types of learning

Supervised learning uses data to map $x \rightarrow y$.

Unsupervised learning uses unlabeled data to find general patterns and classifications.

Reinforcement learning learns tasks by maximizing reward.

Decision making for robots

Perception $\rightarrow$ planning $\rightarrow$ actions.