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Computational Challenges in Machine Learning

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The Imitation Learning View of Structured Prediction

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Machine Learning Combinatorial Optimization Algorithms

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A Cost Function for Similarity-Based Hierarchical Clustering

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Machine Learning for Healthcare Data

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Efficient Distributed Deep Learning Using MXNet

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Your Neural Network Can't Learn Mine

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Sampling Polytopes: From Euclid to Riemann

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Understanding Generalization in Adaptive Data Analysis

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On Gradient-Based Optimization: Accelerated, Distributed, Asynchronous and Stochastic

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Stochastic Gradient MCMC for Independent and Dependent Data Sources

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