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Marton Havasi Toggle navigation Marton Havasi Research Experience Publications Teaching Marton Havasi I am currently a Perception system engineer working on object detection (lidar + computer vision) for autonomous vehicles. My research background is in neural compression, probabilistic methods, reliable deep learning and interpretability. Quick links: Google scholar , LinkedIn Research My research focuses on probabilistic machine learning and its applications. I am interested in Bayesian inference and Bayesian deep learning [ 3 , 4 , 6 ]. I want to use Bayesian methods to understand model uncertainty in neural networks. Model uncertainty can then be used to build robust and deployable deep learning models that do not exhibit the typical failure modes, such as poor calibration and overconfident predictions of traditionally trained networks. Model uncertainty from Bayesian methods ...
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