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Data platforms and analytics

TaskWeaver: A code-first agent framework for efficient data analytics and domain adaptation

Garnet: an open-source, next-generation, faster cache-store for accelerating applications and services

GenAI for Industry - AI-generated image compilation of industrial blueprints from renewable energy to transporation and manufacturing

Injecting New Knowledge into Large Language Models via Supervised Fine-Tuning

Enhanced autoscaling with VASIM: Vertical Autoscaling Simulator Toolkit

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Published Date

Video

Magpie: Python at Speed and Scale using Cloud Backends, CIDR 2021

January 12, 2021 | Alekh Jindal, Venkatesh Emani

Authors: Alekh Jindal (Microsoft); Venkatesh Emani (Microsoft); Maureen Daum (University of Washington); Olga Poppe (Microsoft); Brandon Haynes (Microsoft); Anna Pavlenko (Microsoft); Ayushi Gupta (IIIT Delhi); Karthik Ramachandra (Microsoft Research India); Carlo Curino (Microsoft — GSL);…

10:05

Publication

MobileVisFixer: Tailoring Web Visualizations for Mobile Phones Leveraging an Explainable Reinforcement Learning Framework

Aoyu Wu, Wai Tong, Tim Dwyer, Bongshin Lee, Petra Isenberg, Huamin Qu

IEEE Transactions on Visualization and Computer Graphics | January 2021

Project

Publication

Artificial Intelligence for Digital Agriculture at Scale: Techniques, Policies, and Challenges

Somali Chaterji, Nathan DeLay, John Evans, Nathan Mosier, Bernard Engel, Dennis Buckmaster, Ranveer Chandra

January 2021

Publication

Ease.ML: A Lifecycle Management System for MLDev and MLOps

Leonel Aguilar, David Dao, Shaoduo Gan, Nezihe Merve Gurel, Nora Hollenstein, Jiawei Jiang, Bojan Karlas, Thomas Lemmin, Tian Li, Yang Li, Susie Rao, Johannes Rausch, Cedric Renggli, Luka Rimanic, Maurice Weber, Shuai Zhang, Zhikuan Zhao, Kevin Schawinski, Wentao Wu, Ce Zhang

Conference on Innovative Data Systems Research (CIDR 2021) | January 2021

Publication

To Share or not to Share Online Event Trend Aggregation Over Bursty Event Streams

Olga Poppe, Chuan Lei, Lei Ma, Allison Rozet, Elke A. Rundensteiner

SIGMOD | January 2021

Video Video Project

Publication

Model Averaging in Distributed Machine Learning: A Case Study with Apache Spark

Yunyan Guo, Zhipeng Zhang, Jiawei Jiang, Wentao Wu, Ce Zhang, Bin Cui, Jianzhong Li

VLDB Journal | January 2021

Publication

Data Visceralization: Enabling Deeper Understanding of Data Using Virtual Reality

Benjamin Lee, Dave Brown, Bongshin Lee, Christophe Hurter, Steven Drucker, Tim Dwyer

IEEE Transactions on Visualization and Computer Graphics | January 2021

Project

Publication

AutoCCAG: An Automated Approach to Constrained Covering Array Generation

Chuan Luo, …, Qingwei Lin 林庆维, …

ICSE 2021 | January 2021

Project

Publication

Predictive and Adaptive Failure Mitigation to Avert Production Cloud VM Interruptions

Sebastien Levy, Randolph Yao, Youjiang Wu, Yingnong Dang, Peng Huang, Zheng Mu, Pu Zhao, Tarun Ramani, Naga Govindraju, Xukun Li, Qingwei Lin 林庆维, Gil Lapid Shafriri, Murali Chintalapati

OSDI’20 | December 2020

Project Project Project

Publication

Narya: Predictive and Adaptive Failure Mitigation to Avert Production Cloud VM Interruptions

Sebastien Levy, Randolph Yao, Youjiang Wu, Yingnong Dang, Peng Huang, Zheng Mu, Pu Zhao, Tarun Ramani, Naga Govindraju, Xukun Li, Qingwei Lin, Gil Lapid Shafriri, Murali Chintalapati

MSR-TR-2020-35 | December 2020

Published by Microsoft

Technical report – extension of OSDI'20 paper

Project

Data platforms and analytics

Highlights