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Machine Learning and Adaptive Intelligence
Welcome to the course Machine Learning and Adaptive Intelligence. This course was originally delivered at the University of Sheffield (2011-2015), but the material has been updated to make it available as a resource for students wanting to satisfy prerequisites for other courses.
Lectures
Week 1: The Data Science Process
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Week 3: Linear Algebra and Linear Regression
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Week 4: Data and Machine Learning Systems
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Week 5: Basis Functions
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Week 6: Generalization: Model Validation
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Week 7: Bayesian Regression
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Week 10: Logistic Regression and GLMs
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Week 11: Special Topics: Gaussian Processes
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Special Topic Lectures
The course is designed to end with special topic lectures that build on the material but be given as guest lectures or advaned topics.