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Authors

Session Overview

Session

Tutorial Giovanni Pellegrini Time: Monday, 09/Sept/2024: 2:30pm - 4:00pm Location: A.2.1 Title: From Code to Light: Using Machine Learning and Optimization Techniques to Design Photonic Nanostructures

Presentations

Tutorial ID: 533 Tutorial Speeches From Code to Light: Using Machine Learning and Optimization Techniques to Design Photonic Nanostructures Giovanni Pellegrini Università degli studi di Pavia, Italy This tutorial explores the intersection between machine learning and nanophotonics. We will leverage neural networks, gradient-based and gradient-less optimization techniques for the efficient design of photonic nanostructures with tailored optical properties. With the help of the supplied Jupyter notebooks, participants will be able to immediately tackle the proposed design problems.