麻省理工学院珠穆朗玛峰实验室：面向数据系统的机器学习和生成式人工智能.pdf

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1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.I N V 5 1 9The MIT Everest Lab:ML and Generative AI for Data SystemsProf.Tim KraskaDirector of Applied Science at AWSProfessor at the Massachusetts Institute of Tech

2、nology(he/him/his)2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.I am a professor at MIT and a director of Applied Science at Amazon Web Services(AWS)At AWS I lead the research teams for several ML for systems projects(e.g.,AI-driven scaling,MDDL)and Generative AI projects(e.g.,Q

3、 SQL,Structured KB,or AgentCore)Here,I am speaking as an MIT professor,giving my personal viewsAmazon Q Generative SQL in Redshifts Query Editor v2At MIT I am a co-director of Everest,the new Generative AI Impact Consortium(MGAIC),and mainly do research in ML for Systems and Generative AI Assistants

4、.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.OutlineHow Generative AI(GAI)is changing the way we interact with and build data systems(banking,travel,booking,)01 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.OutlineHow Generative AI(GAI)is changing the way

5、we interact with and build data systems(banking,travel,booking,)0102How AI assistants are built 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.OutlineHow Generative AI(GAI)is changing the way we interact with and build data systems(banking,travel,booking,)010203How AI assistants

6、are builtSelected Everest research projects 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.OutlineHow Generative AI(GAI)is changing the way we interact with and build data systems(banking,travel,booking,)010203How AI assistants are builtSelected Everest research projects 2025,Ama