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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

Diagnosing Sample Ratio Mismatch in Online Controlled Experiments: A Taxonomy and Rules of Thumb for Practitioners

ACM SIGKDD International Conference on Knowledge Discovery & Data Mining | July 2019

Publication

Uni-Detect: A Unified Approach to Automated Error Detection in Tables

Pei Wang, Yeye He

International Conference on Management of Data (SIGMOD) | July 2019

Project

Publication

QuickInsights: Quick and Automatic Discovery of Insights from Multi-Dimensional Data

Rui Ding, Shi Han, Yong Xu, Haidong Zhang, Dongmei Zhang

Proceedings of the 2019 ACM International Conference on Management of Data (SIGMOD’19 industrial track) | June 2019

Project

Publication

Socrates: The New SQL Server in the Cloud

Panagiotis Antonopoulos, Alex Budovski, Cristian Diaconu, Alejandro Hernandez Saenz, Jack Hu, Hanuma Kodavalla, Donald Kossmann, Sandeep Lingam, Umar Farooq Minhas, Naveen Prakash, Vijendra Purohit, Hugh Qu, Chaitanya Sreenivas Ravella, Krystyna Reisteter, Sheetal Shrotri, Dixin Tang, Vikram Wakade

2019 ACM SIGMOD Conference | June 2019

Publication

Automatically Indexing Millions of Databases in Microsoft Azure SQL Database

Sudipto Das, Miroslav Grbic, Igor Ilic, Isidora Jovandic, Andrija Jovanovic, Vivek Narasayya, Miodrag Radulovic, Maja Stikic, Gaoxiang Xu, Surajit Chaudhuri

ACM SIGMOD Conference | June 2019

Project

Video

Higher Fidelity Systems for Online Discussion

June 26, 2019 | David Karger

My group develops systems to help people manage information and share it with others. We study both text (online discussion tools) and structured data (information visualization and management applications). Our guiding principle is that humans…

Professor David Karger giving a talk at Microsoft Research

1:01:22

Video

Pravega, a new storage abstraction data streams

June 26, 2019 | Srikanth Satya, Andrei Paduriou, Tom Kaitchuck

Streaming Analytics has become an indispensable tool for any agile organization. While the rapid evolution of streaming tools has provided the ability to react to incoming data instantly, it has also introduced several engineering challenges.…

Publication

Quantum Entropy Scoring for Fast Robust Mean Estimation and Improved Outlier Detection

Yihe Dong, Samuel B. Hopkins, Jerry Li

Thirty-third Conference on Neural Information Processing Systems (NeurIPS 2019) | June 2019

Spotlight Presentation. Code available: https://github.com/twistedcubic/que-outlier-detection.

Microsoft Research Blog

Microsoft makes AI debugging and visualization tool TensorWatch open source

June 25, 2019 | Shital Shah, Roland Fernandez, Steven Drucker, Maxim Lukiyanov, Susan Dumais

The rise of deep learning is accompanied by ever-increasing model complexity, larger datasets, and longer training times for models. When working on novel concepts, researchers often need to understand why training metrics are trending the…

Video

Fireside Chat with David Blei

June 25, 2019 | David Blei, Susan Dumais

Fireside Chat with David Blei and Susan Dumais.

0:46:25

Data platforms and analytics

Highlights