Week 14- Optimization Algorithms

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Author

George I. Hagstrom

Published

May 7, 2025

Welcome to Week 14. During this week we will apply what we learned in Week 13 to the special case of training neural networks. We will begin with the motivation behind neural networks and some of their most important properties from a machine learning perspective. Focusing on shallow networks initially, we will explore training neural networks using pytorch.

Your final homework assignment is due May 18th at the latest.

Here are more details on what you need to do this week: