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03/04/2021
GenoML: Automated Machine Learning for Genomics
GenoML is a Python package automating machine learning workflows for gen...
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03/01/2019
Model-Based Reinforcement Learning for Atari
Model-free reinforcement learning (RL) can be used to learn effective po...
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12/03/2018
Learning the progression and clinical subtypes of Alzheimer's disease from longitudinal clinical data
Alzheimer's disease (AD) is a degenerative brain disease impairing a per...
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03/08/2018
TicTac: Accelerating Distributed Deep Learning with Communication Scheduling
State-of-the-art deep learning systems rely on iterative distributed tra...
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03/08/2018
Communication Scheduling as a First-Class Citizen in Distributed Machine Learning Systems
State-of-the-art machine learning systems rely on graph-based models, wi...
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10/30/2017
Stochastic Variational Video Prediction
Predicting the future in real-world settings, particularly from raw sens...
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09/29/2017
Toward Scalable Machine Learning and Data Mining: the Bioinformatics Case
In an effort to overcome the data deluge in computational biology and bi...
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04/20/2017
Fast Generation for Convolutional Autoregressive Models
Convolutional autoregressive models have recently demonstrated state-of-...
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11/18/2016