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  1. cseweb.ucsd.edu › ~arunkkArun Kumar - University of California, San Diego

    Arun Kumar is an Associate Professor in the Department of Computer Science and Engineering and the Halicioglu Data Science Institute and an HDSI Faculty Fellow at the University of California, San Diego.

  2. cseweb.ucsd.edu › ~arunkk › ArunKumar-CVArun Kumar - University of California, San Diego

    Lingjiao Chen, Arun Kumar, Jeffrey Naughton, and Jignesh M. Patel VLDB 2017 Bolt-on Differential Privacy for Scalable Stochastic Gradient Descent-based Analytics

  3. cseweb.ucsd.edu › ~arunkk › downloadsData Management in Machine Learning: Challenges, Techniques, and...

    Arun Kumar UC San Diego La Jolla, CA, USA Matthias Boehm IBM Research – Almaden San Jose, CA, USA Jun Yang Duke University Durham, NC, USA ABSTRACT Large-scale data analytics using statistical machine learn-ing (ML), popularly called advanced analytics, underpins many modern data-driven applications. The data manage-

  4. cseweb.ucsd.edu › ~arunkk › dsc102_fall22DSC 102: Systems for Scalable Analytics - University of...

    Oct 10, 2022 · Instructor: Arun Kumar. Office Hours: Wed 4:00-5:00pm PT at 3218 CSE. Discussions: Mon 5:00-5:50pm PT at CENTR 109 (only occasionally) TAs: Aniruddha Das (andas [at] ucsd.edu) Areeb Syed (aas050 [at] ucsd.edu) Trevor Tuttle (tjtuttle [at] ucsd.edu) The TA office hours are distributed non-uniformly. See the detailed schedules on the ...

  5. cseweb.ucsd.edu › classes › wi23CSE 234: Data Systems for Machine Learning - University of...

    Jan 17, 2023 · Recommended: Data Management in Machine Learning Systems, by Matthias Boehm, Arun Kumar, and Jun Yang (Free ebook via UCSD VPN). Additional (optional) for background/foundations on the respective component areas:

  6. cseweb.ucsd.edu › ~arunkk › dsc102_winter22DSC 102: Systems for Scalable Analytics - University of...

    Sep 27, 2022 · Data Management in Machine Learning Systems, by Matthias Boehm, Arun Kumar, and Jun Yang (aka the "MLSys Book"). Grading Components. Programming Assignments: 7% + 14% + 14%. Surprise Quizzes: 15% (5 x 3%) Midterm Exam: 15%. Cumulative Final Exam: 35%. Cutoffs. The grading scheme is a hybrid of absolute and relative grading.

  7. cseweb.ucsd.edu › classes › fa18CSE 232A: Graduate Database Systems - University of California,...

    Arun will hold extra office hours on Wednesday, 12/5 from 2pm to 5pm in CSE 4262 and on Thursday, 12/6 from 2pm to 5pm in CSE 3217. Answers for the midterm 2 are available here: questions only and with answers. Course Overview and Content

  8. cseweb.ucsd.edu › classes › fa21CSE 234: Data Systems for Machine Learning (In-Person Edition)

    Dec 26, 2022 · Recommended: Data Management in Machine Learning Systems, by Matthias Boehm, Arun Kumar, and Jun Yang (Free ebook via UCSD VPN). Additional (optional) for background/foundations on the respective component areas:

  9. cseweb.ucsd.edu › ~arunkk › dsc102_winter21DSC 102: Systems for Scalable Analytics (Online-Only Edition)

    Dec 24, 2021 · Data Management in Machine Learning Systems, by Matthias Boehm, Arun Kumar, and Jun Yang (aka the "MLSys Book"). Grading Components. Midterm Exam: 15%. Programming Assignments: 7% + 14% + 14%. Quizzes: 20% (4 x 5%) Cumulative Final Exam: 25%. Peer Evaluation Activities: 5%. Cutoffs

  10. cseweb.ucsd.edu › ~arunkk › visionCEREBRO: A System to Manage Deep Learning for Relational Data...

    Arun Kumar University of California, San Diego arunkk@eng.ucsd.edu Deep learning a.k.a deep neural networks (DNNs) are push-ing the state of the art in AI tasks such as image and speech recognition [3]. Leading Web companies are betting big on DNNs. Beyond all the hype, a key question remains: Will

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