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Andrew Pavlo, Matthew Butrovich, Ananya Joshi, Lin Ma, Prashanth Menon, Dana Van Aken, Lisa Lee, and Ruslan Salakhutdinov. 2019. External vs. Internal: An Essay on Machine Learning Agents for Autonomous Database Management Systems. IEEE Data Eng. Bull. (2019)."},{"key":"e_1_3_2_2_42_1","doi-asserted-by":"publisher","DOI":"10.14778\/3339490.3339495"},{"key":"e_1_3_2_2_43_1","doi-asserted-by":"publisher","DOI":"10.1145\/3035918.3056100"},{"volume-title":"Learning AWS: Design, build, and deploy responsive applications using AWS Cloud components","author":"Sarkar Aurobindo","key":"e_1_3_2_2_44_1","unstructured":"Aurobindo Sarkar and Amit Shah . 2018. Learning AWS: Design, build, and deploy responsive applications using AWS Cloud components . Packt Publishing Ltd . Aurobindo Sarkar and Amit Shah. 2018. 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