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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

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

AutoCCAG: An Automated Approach to Constrained Covering Array Generation

Chuan Luo, …, Qingwei Lin 林庆维, …

ICSE 2021 | January 2021

Project

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

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

Publication

Tensors: An abstraction for general data processing

Dimitrios Koutsoukos, Supun Nakandala, Konstantinos Karanasos, Karla Saur, Gustavo Alonso, Matteo Interlandi

VLDB 2021 | December 2020

Publication

How Incidental are the Incidents? Characterizing and Prioritizing Incidents for Large-Scale Online Service Systems

Junjie Chen, Shu Zhang, Xiaoting He, Qingwei Lin 林庆维, Hongyu Zhang, Dan Hao, Yu Kang, Feng Gao, Zhangwei Xu, Yingnong Dang, Dongmei Zhang

2020 Automated Software Engineering | December 2020

Project

Publication

Applied Research Lessons from CloudViews Project

Alekh Jindal

Sigmod Record | December 2020, Vol 49(3): pp. 37-42

Project Project

Tool

FLAML: A Fast Library for AutoML and Tuning

FLAML is a Python library designed to automatically produce accurate machine learning models with low computational cost. It frees users from selecting learners and hyperparameters for each learner. FLAML is powered by a new, cost-effective…

GitHub Publication Publication Publication Publication Publication

Data platforms and analytics

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