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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

Onion: Identifying Incident-indicating Logs for Cloud Systems

Xu Zhang, Yong Xu, Si Qin, Shilin He, Bo Qiao, Ze Li, Hongyu Zhang, Xukun Li, Yingnong Dang, Qingwei Lin 林庆维, Murali Chintalapati, Saravanakumar Rajmohan, Dongmei Zhang

ESEC/FSE’21 Industry Track | August 2021

Event

Microsoft at VLDB 2021

August 16, 2021 – August 20, 2021 | Copenhagen, Denmark | Virtual

Microsoft is proud to be a gold level sponsor of the 47th International Conference on Very Large Data Bases.

Publication

Table2Charts: Recommending Charts by Learning Shared Table Representations

Mengyu Zhou, Qingtao Li, Xinyi He, Yuejiang Li, Yibo Liu, Wei Ji, Shi Han, Yining Chen, Daxin Jiang (姜大昕), Dongmei Zhang

The 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21) | August 2021

Project

Publication

SparkCruise: Workload Optimization in Managed Spark Clusters at Microsoft

Abhishek Roy, Alekh Jindal, Priyanka Gomatam, Xiating Ouyang, Ashit Gosalia, Nishkam Ravi, Swinky Mann, Prakhar Jain

VLDB 2021 | August 2021

Publication

The Cosmos Big Data Platform at Microsoft: Over a Decade of Progress and a Decade to Look Forward

Conor Power, Hiren Patel, Alekh Jindal, Jyoti Leeka, Bob Jenkins, Michael Rys, Ed Triou, Dexin Zhu, Lucky Katahanas, Chakrapani Bhat Talapady, Joshua Rowe, Fan Zhang, Rich Draves, Marc Friedman, Ivan Santa Maria Filho, Amrish Kumar

VLDB 2021 | August 2021

Publication

Crystal: A Unified Cache Storage System for Analytical Databases

Dominik Durner, Badrish Chandramouli, Yinan Li

Proceedings of the VLDB Endowment | August 2021

Project

Publication

Cardinality Estimation: Is Machine Learning a Silver Bullet?

Beibin Li, Yao Lu, Chi Wang, Srikanth Kandula

AIDB | August 2021

Publication

TUTA: Tree-based Transformers for Generally Structured Table Pre-training

Zhiruo Wang, Haoyu Dong, Ran Jia (raji), Jia Li, Zhiyi Fu, Shi Han (shihan), Dongmei Zhang (dongmeiz)

KDD | August 2021

Project

Publication

Fighting the Fog of War: Automated Incident Detection for Cloud Systems

Liqun Li, Xu Zhang, Xin Zhao, Hongyu Zhang, Yu Kang, Pu Zhao, Bo Qiao, Shilin He, Pochian Lee, Jeffrey Sun, Feng Gao, Li Yang, Qingwei Lin 林庆维, Saravanakumar Rajmohan, Zhangwei Xu, Dongmei Zhang

2021 USENIX Annual Technical Conference (USENIX ATC’21) | August 2021

Project Project

Publication

Discovering Related Data At Scale

Sagar Bharadwaj, Praveen Gupta, Ranjita Bhagwan, Saikat Guha

VLDB Endowment | August 2021, Vol 14(8)

Project

Data platforms and analytics

Highlights