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With modern advances and rapid developments in deep learning, countering the problem of imbalanced data has become extremely important. In this talk, I will share the progress on learning from imbalanced datasets, contrast with the “generative” synthetic data generation approaches, and reflect on open challenges and application domains. I will also discuss the similarities between fair ML and imbalanced data, and where they complement each other. I will conclude the talk with use-cases and applications. </div> <div class="row lecture__section"> <h2>About this Lecture</h2> <span> <strong>Number of Slides: </strong> 45</span><br/> <span> <strong>Duration: </strong> 60 minutes </span><br/> <span> <strong>Languages Available: </strong> English</span><br/> <span> <strong>Last Updated: </strong> <span id="lecDate"></span> </span> </div> <div class="row lecture__section"> <h2>Request this Lecture</h2> <p>To request this particular lecture, please complete this <a href="https://services.acm.org/public/speakers/request_lecture.cfm?lecture_id=16687" target="_blank">online form.</a> </p> </div> <div class="row lecture__section"> <h2>Request a Tour</h2> <p>To request a tour with this speaker, please complete this <a href="https://services.acm.org/public/speakers/request_tour.cfm?lecturer_id=20968" target="_blank">online form.</a> </p> <p>All requests will be sent to ACM headquarters for review.</p> </div> </div> </div> <script> var updated 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