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Explore a 28-minute conference talk from the Toronto Machine Learning Series (TMLS) on using deep learning techniques to classify lung ultrasound videos for COVID-19 prediction. Discover how Xin Li, a member of AI Technical Staff at Vector Institute, presents the results, methodology, and explainability of their approach. Learn about the collaboration between Vector Institute researchers and industry partners in applying deep learning to diagnose pulmonary diseases through lung ultrasound. Gain insights into the practical applications of this technology for tasks such as pneumonia diagnosis and its potential impact on COVID-19 detection using data from the National Research Council Canada and University of Waterloo.