基本信息
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个人简介
Interests: I’m interested in computer systems for large-scale workloads such as AI, data analytics and cloud computing. My recent projects include programming models for LLM applications, efficient runtimes for ML and analytics, quality assurance tools and AI-based data analytics systems. I am also interested in data privacy, and have worked on systems that can provide scalable privacy for communication, Internet queries and SaaS applications.
Open Source: Most of my research work is open source. During my PhD, I started the Apache Spark project, which is now one of the most widely used frameworks for distributed data processing, and co-started other datacenter software such as Apache Mesos and Spark Streaming. At Stanford, we developed DAWNBench, a machine learning performance competition that drew submissions from the top industry groups and influenced the industry-standard MLPerf, and we are developing a wide range of open source software including Weld, NoScope, FlexFlow, ColBERT and DSP. I was also involved in the Databricks project to develop Dolly, the first fully commercially usable, open source instruction-following LLM, and its open source instruction-tuning dataset.
Open Source: Most of my research work is open source. During my PhD, I started the Apache Spark project, which is now one of the most widely used frameworks for distributed data processing, and co-started other datacenter software such as Apache Mesos and Spark Streaming. At Stanford, we developed DAWNBench, a machine learning performance competition that drew submissions from the top industry groups and influenced the industry-standard MLPerf, and we are developing a wide range of open source software including Weld, NoScope, FlexFlow, ColBERT and DSP. I was also involved in the Databricks project to develop Dolly, the first fully commercially usable, open source instruction-following LLM, and its open source instruction-tuning dataset.
研究兴趣
论文共 304 篇作者统计合作学者相似作者
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Omar Khattab, Arnav Singhvi, Paridhi Maheshwari, Zhiyuan Zhang, Keshav Santhanam, Sri Vardhamanan A, Saiful Haq, Ashutosh Sharma, Thomas T. Joshi, Hanna Moazam,Heather Miller,Matei Zaharia,
ICLR 2024 (2024)
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arxiv(2024)
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ICLR 2024 (2024)
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Keshav Santhanam,Deepti Raghavan, Muhammad Shahir Rahman, Thejas Venkatesh, Neha Kunjal,Pratiksha Thaker,Philip Levis,Matei Zaharia
arxiv(2024)
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arxiv(2024)
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Zhiling Zheng, Zhiguo He, Omar Khattab,Nakul Rampal,Matei A. Zaharia,Christian Borgs,Jennifer T. Chayes,Omar M. Yaghi
DIGITAL DISCOVERYno. 3 (2024): 491-501
CoRR (2023)
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