CAREER: Foundations of Memory-Constrained Machine Learning
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Memory required to perform a computational task is one of the most fundamental measures used by theoretical computer scientists to assess how difficult a task is. Nevertheless, in practice, memory optimization received limited attention until the emergence of big data applications. More recently, the rapid growth of large-scale machine learning…
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