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Medicine is complex and data-driven and discovery and decision making are increasingly enabled by machine learning. Machine learning has the potential to support, enable and improve medical discovery and clinical decision making in areas such as medical imaging, cancer diagnostics, precision medicine, clinical trials, and electronic health records. This seminar series focuses on new algorithms, real-world deployment, and future trends in machine learning in medicine. It will feature prominent investigators who are developing and applying machine learning to biomedical discovery and in clinical decision support.

Date Topic Speaker Institution
January 26, 2022
Wednesday
3:00 PM - 4:00 PM EST
Hosted by Pitt/UPMC/CMU
Artificial Intelligence in Clinical Medicine: What Makes a Good Machine Learning Model for Clinical Applications?

Recording of presentation
Collin Stultz MIT
February 9, 2022
Wednesday
3:00 PM - 4:00 PM EST
Hosted by UofT
Temporal Data Analytics for Clinical Decision Support

Recording of presentation
Lucia Sacchi University of Pavia
February 23, 2022
Wednesday
3:00 PM - 4:00 PM EST
Hosted by Pitt/UPMC/CMU
Causality, Perturbations, Gene Regulation, and Drug Repurposing

Recording of presentation
Caroline Uhler MIT
March 9, 2022
Wednesday
3:00 PM - 4:00 PM EST
Hosted by UofT
Deep Learning to Detect Findings of the Acute Respiratory Distress Syndrome on Chest Radiographs

Recording of presentation
Michael Sjoding University of Michigan
March 23, 2022
Wednesday
3:00 PM - 4:00 PM EDT
Hosted by Pitt/UPMC/CMU
Sensor-Based Assessment of Motor Complications in Patients with Parkinson's Disease

Recording of presentation
Behnaz Ghoraani Florida Atlantic University
April 6, 2022
Wednesday
3:00 PM - 4:00 PM EDT
Hosted by UofT
Designing for Impact: Towards Democratizing Healthcare Through Augmenting Decision Support for Point of Care Ultrasound

Recording of presentation
Purang Abolmaesumi University of British Columbia
April 20, 2022
Wednesday
3:00 PM - 4:00 PM EDT
Hosted by Pitt/UPMC/CMU
Inclusion of Domain Knowledge into Machine Learning Approaches to Biomedical Question Answering

Recording of presentation
Dina Demner-Fushman NIH
May 4, 2022
Wednesday
3:00 PM - 4:00 PM EDT
Hosted by UofT
A New Intensity Harmonization Strategy for Magnetic Resonance Imaging

Recording of presentation
Jerry Prince Johns Hopkins University
May 18, 2022
Wednesday
3:00 PM - 4:00 PM EDT
Hosted by Pitt/UPMC/CMU
Artificial Intelligence to Support Biomedical Analytics and Data Privacy at Scale

Recording of presentation
Bradley Malin Vanderbilt University Medical Center
June 1, 2022
Wednesday
3:00 PM - 4:00 PM EDT
Hosted by UofT
Network-Based Machine Learning for Biomedical Big Data

Recording of presentation
Ali Shojaie University of Washington
June 15, 2022
Wednesday
3:00 PM - 4:00 PM EDT
Hosted by Pitt/UPMC/CMU
Affect and Consequences in L2 Vehicle Driving: How the Road to Driving Perdition may Lead to Automated Elysium

Recording of presentation
Ioannis Pavlidis University of Houston