ICP Kolloquium: Dr. Jack Araz, 23. Oktober 2023, 14:00 Uhr, "Theory-driven Quantum Machine Learning for HEP"

October 23, 2023

Time: October 23, 2023
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Dr. Jack Araz
Durham University
Montag, 23. Oktober 2023, 14:00 Uhr

via zoom


“Theory-driven Quantum Machine Learning for HEP”


Machine Learning is, in most cases, powerful but a black-box application. In this talk, we will tackle this very problem from a quantum mechanics point of view, arguing that an optimisation problem, such as classification or anomaly detection, can be studied by “rephrasing" the problem as a quantum many-body system or a mixed state. Such an approach allows us to employ the entire arsenal of quantum theory for data analysis techniques. Hence this talk will present a small step towards fully theory-driven and interpretable quantum machine learning applications.

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