Conference Agenda

Session
Tutorial Giovanni Pellegrini
Time:
Monday, 09/Sept/2024:
2:30pm - 4:00pm

Location: A.2.1



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.