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On the Integration of Topic Modeling and Dictionary LearningA new nonparametric Bayesian model is developed to integrate dictionary learning and topic model into a unified framework. The model ...
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Embracing Uncertainty: Applied Machine Learning Comes of AgeICML 2011 Keynote talk with title "Embracing Uncertainty: Applied Machine Learning Comes of Age".
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On the Robustness of Kernel Density M-Estimators
We analyze a method for nonparametric density estimation that exhibits robustness to contamination of the training sample. This method achieves ...
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Scaling Deep LearningWe have recently started investigating how to scale deep learning techniques to much larger models in an effort to improve ...
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Scaling Deep Learning
We have recently started investigating how to scale deep learning techniques to much larger models in an effort to improve ...
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Machine Learning in Google GogglesMachine Learning in Google Goggles
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Embracing Uncertainty: Applied Machine Learning Comes of Age
ICML 2011 Keynote talk with title "Embracing Uncertainty: Applied Machine Learning Comes of Age".
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IntroductionCourse introduction.
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Recognition Using Visual PhrasesIn this paper we introduce visual phrases, complex visual composites like “a person riding a horseâ€. Visual phrases often display ...
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