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Machine Learning and Adaptive Intelligence
Instructor: Neil Lawrence
Department: Machine Learning
Institution: University of Sheffield
Platform: Independent
Price: Free
Rogers and Girolami’s “A First Course in Machine Learning”
Chris Bishop. Pattern Recognition and Machine Learning. Springer, 2006.
This unit aims to provide an understanding of the fundamental technologies underlying modern artificial intelligence. In particular it will provide foundational understanding of probability and statistical modelling, supervised learning for classification and regression, and unsupervised learning for data exploration. The teaching consists of two hours of lectures and one of lab classes each week. The lectures are on Tuesdays, the labs on Fridays.