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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

Investigating the Role and Interplay of Narrations and Animations in Data Videos

Hao Cheng, Junhong Wang, Yun Wang, Bongshin Lee, Haidong Zhang, Dongmei Zhang

Computer Graphics Forum (Proceedings of EuroVis 2022) | June 2022

Project

Publication

In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle

Lijie Xu, Shuang Qiu, Binhang Yuan, Jiawei Jiang, Cedric Renggli, Shaoduo Gan, Kaan Kara, Guoliang Li, Ji Liu, Wentao Wu, Jieping Ye, Ce Zhang

ACM SIGMOD International Conference on Management of Data (SIGMOD 2022) | June 2022

Publication

What Did My AI Learn? How Data Scientists Make Sense of Model Behavior

Ángel Alexander Cabrera, Marco Tulio Ribeiro, Bongshin Lee, Robert DeLIne, Adam Perer, Steven Drucker

ACM TOCHI | June 2022

Publication

The Optimal Error Resilience of Interactive Communication Over Binary Channels

Meghal Gupta, Rachel Yun Zhang

STOC 2022 | June 2022

Publication

Elasticity Detection: A Building Block for Internet Congestion Control

Prateesh Goyal, Akshay Narayan, Frank Cangialosi, Srinivas Narayana, Mohammad Alizadeh, Hari Balakrishnan

SIGCOMM 2022 | June 2022

Publication

Data Science Through the Looking Glass

Fotis Psallidas, Yiwen Zhu, Bojan Karlaš, Jordan Henkel, Matteo Interlandi, Subru Krishnan, Brian Kroth, Venkatesh Emani, Wentao Wu, Ce Zhang, Markus Weimer, Avrilia Floratou, Carlo Curino, Konstantinos Karanasos

SIGMOD Record | June 2022, Vol 51(2): pp. 30-37

Publication

ISUM: Efficiently Compressing Large and Complex Workloads for Scalable Index Tuning (Extended Version)

Tarique Siddiqui, Saehan Jo, Wentao Wu, Chi Wang, Vivek Narasayya, Surajit Chaudhuri

ACM SIGMOD 2022 | June 2022

Publication

End-to-end Optimization of Machine Learning Prediction Queries

Kwanghyun Park, Karla Saur, Dalitso Banda, Rathijit Sen, Matteo Interlandi, Konstantinos Karanasos

SIGMOD | June 2022

Publication

Demonstration of Accelerating Machine Learning Inference Queries with Correlative Proxy Models

Zhihui Yang, Yicong Huang, Zuozhi Wang, Feng Gao, Yao Lu, Chen Li, X. Sean Wang

VLDB | June 2022

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Data for society catalog

Microsoft is working to make data that is relevant to important social problems as open as possible, including by contributing open data ourselves. The Data for Society resource center provides access to Microsoft’s open datasets,…

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Data platforms and analytics

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