Iris Agresti
University of Vienna, Austria
17th November 2023, 11:00am - 12:00pm
Auditorium 1
| Title: | Experimental quantum machine learning on photonic platforms |
| Abstract: | This talk presents an overview of our research at University of Vienna on Quantum Machine Learning. I will focus on the design and implementation of quantum versions of classical models, like artificial neural networks, as well as on the selection of tasks for which the exploitation of quantum hardware grants an enhancement in the performance of the learning algorithms. Specifically, I will discuss our photonic implementation of reservoir computing, involving a novel device, called quantum memristor. Then, I will show a quantum kernel estimation protocol, which showcases improved accuracy for selected tasks with respect to commonly used classical algorithms. |