{"id":601098,"date":"2019-08-01T00:41:29","date_gmt":"2019-08-01T07:41:29","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-research-item&p=601098"},"modified":"2019-08-01T00:41:29","modified_gmt":"2019-08-01T07:41:29","slug":"the-case-for-learning-and-system-co-design","status":"publish","type":"msr-research-item","link":"https:\/\/www.microsoft.com\/en-us\/research\/publication\/the-case-for-learning-and-system-co-design\/","title":{"rendered":"The Case for Learning-and-System Co-design"},"content":{"rendered":"

While decision-makings in systems are commonly solved with explicit rules and heuristics, machine learning (ML) and deep learning (DL) have been driving a paradigm shift in modern system design. Based on our decade of experience in operationalizing a large production cloud system, Web Search, learning fills the gap in comprehending and taming the system design and operation complexity. However, rather than just improving specific ML\/DL algorithms or system features, we posit that the key to unlocking the full potential of learning-augmented systems is a principled methodology promoting learning-and-system co-design. On this basis, we present the AutoSys, a common framework for the development of learning-augmented systems.<\/p>\n","protected":false},"excerpt":{"rendered":"

While decision-makings in systems are commonly solved with explicit rules and heuristics, machine learning (ML) and deep learning (DL) have been driving a paradigm shift in modern system design. Based on our decade of experience in operationalizing a large production cloud system, Web Search, learning fills the gap in comprehending and taming the system design 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