Bulletin of the American Physical Society
APS March Meeting 2023
Volume 68, Number 3
Las Vegas, Nevada (March 5-10)
Virtual (March 20-22); Time Zone: Pacific Time
Session T51: Data Science for IndustryIndustrial Invited Undergrad Friendly
|
Hide Abstracts |
Sponsoring Units: FIAP GDS Chair: Maria Longobardi, University of Basel, Switzerland Room: Room 321 |
Thursday, March 9, 2023 11:30AM - 12:06PM |
T51.00001: Quantum neural networks for medical image analysis Invited Speaker: Yun Y Li Medical image analysis has benefited enormously from the rise of deep learning and increasing accuracy of neural network models to classify and segment images. The problem is however far from being solved where deep learning models are known to be very compute intensive and to require large amounts of annotated data, both of which can pose severe limitations to their adoption in production. To this end, several different approaches have been proposed to apply the power of quantum computing to neural networks and machine learning in general. While many of these approaches focus on fault tolerant machines, our team optimized quantum circuits to perform key linear algebraic operations on near term machines which are small and noisy. These operations, namely vector to vector and vector to matrix multiplication, form the foundation of common neural network architectures. Efficient encoding and quantum ansatz with guarantee on asymptotical scalability were found for orthogonal fully connected layers and quantum attention mechanism. Efficiency of the proposed methods was demonstrated on the MedMNIST, a collection of standardized medical image classification tasks with classical benchmark results, both using simulation and hardware experiments. |
Thursday, March 9, 2023 12:06PM - 12:42PM |
T51.00002: Current Challenges for Data Science and Trustworthy AI in Industry and Government Invited Speaker: J.P. Auffret The rapid development and adoption of AI has major ramifications for industry and government. AI is an increasing factor and component of national and economic development, national security, healthcare, education, financial services, transportation, agriculture and many other industries. AI played a key role in the COVID-19 response though Lancet in a 2021 editorial asked “Artificial intelligence for COVID-19: saviour or saboteur?”. |
Thursday, March 9, 2023 12:42PM - 1:18PM |
T51.00003: Data Science in Retail: Pricing Optimization and Customer Engagement Invited Speaker: Aleksey Kocherzhenko Data science is widely applied across multiple operational domains of retail companies, including merchandising, supply chain optimization, logistics, quality control, store site selection, etc. This talk will focus on the use of data science for two core challenges of a retail business: pricing products and engaging customers. |
Follow Us |
Engage
Become an APS Member |
My APS
Renew Membership |
Information for |
About APSThe American Physical Society (APS) is a non-profit membership organization working to advance the knowledge of physics. |
© 2024 American Physical Society
| All rights reserved | Terms of Use
| Contact Us
Headquarters
1 Physics Ellipse, College Park, MD 20740-3844
(301) 209-3200
Editorial Office
100 Motor Pkwy, Suite 110, Hauppauge, NY 11788
(631) 591-4000
Office of Public Affairs
529 14th St NW, Suite 1050, Washington, D.C. 20045-2001
(202) 662-8700