Machine Learning in Medicine

2020 Fall | 2021 Spring | 2021 Fall | 2022 Spring | 2022 Fall | 2023 Spring | 2023 Fall | 2024 Spring

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