Physics ∩ ML Seminars |
Events During the Week of November 29th through December 5th, 2020
Monday, November 30th, 2020
- No events scheduled
Tuesday, December 1st, 2020
- No events scheduled
Wednesday, December 2nd, 2020
- Harnessing Data Revolution in Quantum Matter
- Time: 11:00 am - 12:15 pm
- Place: Online Seminar: Please sign up for our mailing list at www.physicsmeetsml.org for zoom link
- Speaker: Eun-Ah Kim, Cornell University
- Abstract: Our desire to better understand quantum emergence drove efforts in improving computing power and experimental instrumentation dramatically. However, the resulting increase in volume and complexity of data present new challenges. I will discuss how these challenges can be embraced and turned into opportunities by employing principled machine learning approaches. The rigorous framework for scientific understanding we enjoy in physics makes interpretability an essential feature for machine learning to lead to scientific progress. I will discuss our recent results using machine learning approaches designed to be interpretable from the outset. Specifically, I will present discovering order parameters and their fluctuations in voluminous X-ray diffraction data and discovering signature correlations in quantum gas microscopy data as concrete examples.
- Host: Gary Shiu
Thursday, December 3rd, 2020
- No events scheduled
Friday, December 4th, 2020
- No events scheduled