Introduction to methods permitting machines to learn: decision tree induction, cover generation, candidate elimination, artificial neural networks, inductive logic programming. Bayesian, instance-based, reinforcement, apprentice, macro, and explanation-based learning. Use of computer required. Prerequisite: CMPSCI 383.

Machine learning is a scientific discipline that studies computational algorithms for the analysis of massive digital datasets for scientific exploration, commerce, social interaction, and entertainment. This course will cover the popular frameworks for learning, including supervised learning, reinforcement learning, and unsupervised learning, emphasizing the core mathematical and statistical foundations.

An introduction to ethics through issues of medicine and health care. Topics include abortion, treatment of impaired infants, euthanasia, physician-assisted suicide, truth-telling, medical experimentation on human beings and on animals, and the allocation of scarce medical resources. (Gen.Ed. AT)

An introduction to ethics through issues of medicine and health care. Topics include abortion, treatment of impaired infants, euthanasia, physician-assisted suicide, truth-telling, medical experimentation on human beings and on animals, and the allocation of scarce medical resources. (Gen.Ed. AT)

An introduction to ethics through issues of medicine and health care. Topics include abortion, treatment of impaired infants, euthanasia, physician-assisted suicide, truth-telling, medical experimentation on human beings and on animals, and the allocation of scarce medical resources. (Gen.Ed. AT)

An introduction to ethics through issues of medicine and health care. Topics include abortion, treatment of impaired infants, euthanasia, physician-assisted suicide, truth-telling, medical experimentation on human beings and on animals, and the allocation of scarce medical resources. (Gen.Ed. AT)

An introduction to ethics through issues of medicine and health care. Topics include abortion, treatment of impaired infants, euthanasia, physician-assisted suicide, truth-telling, medical experimentation on human beings and on animals, and the allocation of scarce medical resources. (Gen.Ed. AT)

An introduction to ethics through issues of medicine and health care. Topics include abortion, treatment of impaired infants, euthanasia, physician-assisted suicide, truth-telling, medical experimentation on human beings and on animals, and the allocation of scarce medical resources. (Gen.Ed. AT)

An introduction to ethics through issues of medicine and health care. Topics include abortion, treatment of impaired infants, euthanasia, physician-assisted suicide, truth-telling, medical experimentation on human beings and on animals, and the allocation of scarce medical resources. (Gen.Ed. AT)

An introduction to ethics through issues of medicine and health care. Topics include abortion, treatment of impaired infants, euthanasia, physician-assisted suicide, truth-telling, medical experimentation on human beings and on animals, and the allocation of scarce medical resources. (Gen.Ed. AT)