Learning Artificial intelligence
machine learning, fundamental concept of ai research since field s inception, study of computer algorithms improve automatically through experience. unsupervised learning ability find patterns in stream of input. supervised learning includes both classification , numerical regression. classification used determine category belongs in, after seeing number of examples of things several categories. regression attempt produce function describes relationship between inputs , outputs , predicts how outputs should change inputs change. in reinforcement learning agent rewarded responses , punished bad ones. agent uses sequence of rewards , punishments form strategy operating in problem space. these 3 types of learning can analyzed in terms of decision theory, using concepts utility. mathematical analysis of machine learning algorithms , performance branch of theoretical computer science known computational learning theory. within developmental robotics, developmental learning approaches elabor...