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Artificial Intelligence
Introduction
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Course Reserves
Starting out with the most popular textbooks on the topic.
Machine Learning
by
Andreas Lindholm, Niklas Wahlström, Fredrik Lindsten, Thomas B. Schön
ISBN: 9781108843607
Publication Date: 2022
Textbook adopted in the course:
30412 - Machine learning
.
For more recommendations, take a look at the course reading list
.
Pattern Recognition and Machine Learning
by
Christopher M. Bishop
ISBN: 9781493938438
Publication Date: 2016
Optional reading for the course:
30412 - Machine learning
.
For more recommendations, take a look at the course reading list
.
Reinforcement Learning
by
Richard S. Sutton, Andrew G. Barto
ISBN: 9780262352703
Publication Date: 2018
Textbook adopted in the course:
20876 - Deep learning and reinforcement learning
.
For more recommendations, take a look at the course reading list
.
Theoretical Neuroscience
by
Peter Dayan, L. F. Abbott
ISBN: 0262271303
Publication Date: 2005
Recommended reading for the course:
30653 - Mathematical modelling for neuroscience
.
For more recommendations, take a look at the course reading list
.
Understanding Deep Learning
by
Simon J. D. Prince
ISBN: 9780262048644
Publication Date: 2023
Textbook adopted in the course:
20876 - Deep learning and reinforcement learning
.
For more recommendations, take a look at the course reading list
.
Understanding Machine Learning
by
Shai Shalev-Shwartz, Shai Ben-David
ISBN: 1107298016
Publication Date: 2014
Textbook adopted in the course:
30652 - Machine learning and Artificial Intelligence
.
For more recommendations, take a look at the course reading list
.
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