Search for dissertations about: "Sarit Khirirat"
Found 2 swedish dissertations containing the words Sarit Khirirat.
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1. First-Order Algorithms for Communication Efficient Distributed Learning
Abstract : Technological developments in devices and storages have made large volumes of data collections more accessible than ever. This transformation leads to optimization problems with massive data in both volume and dimension. READ MORE
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2. First-Order Algorithms for Communication Efficient Distributed Learning
Abstract : Innovations in numerical optimization, statistics and high performance computing have enabled tremendous advances in machine learning algorithms, fuelling applications from natural language processing to autonomous driving.To deal with increasing data volumes, and to keep the training times of increasingly complex machine learning models reasonable, modern optimization algorithms distribute both data and computations over a large number of machines. READ MORE