Jia Zou | DeepAI

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Lei Yu
100 publications
Liang Zhang
76 publications
Ming Zhao
28 publications
Yingzhen Yang
21 publications
Lanjun Wang
21 publications
Kesheng Wu
17 publications
Chris Jermaine
15 publications
Binhang Yuan
14 publications
Lei Cao
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Zhanpeng Jin
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Arun Iyengar
9 publications

∙ 09/05/2023

Automatic Data Transformation Using Large Language Model: An Experimental Study on Building Energy Data

Existing approaches to automatic data transformation are insufficient to...

0 Ankita Sharma, et al. ∙

∙ 07/12/2023

DeepMapping: The Case for Learned Data Mapping for Compression and Efficient Query Processing

Storing tabular data in a way that balances storage and query efficienci...

0 Lixi Zhou, et al. ∙

∙ 02/09/2023

A Comparison of Decision Forest Inference Platforms from A Database Perspective

Decision forest, including RandomForest, XGBoost, and LightGBM, is one o...

0 Hong Guan, et al. ∙

∙ 06/01/2022

Benchmark of DNN Model Search at Deployment Time

Deep learning has become the most popular direction in machine learning ...

0 Lixi Zhou, et al. ∙

∙ 01/25/2022

Serving Deep Learning Models with Deduplication from Relational Databases

There are significant benefits to serve deep learning models from relati...

0 Lixi Zhou, et al. ∙

∙ 10/15/2020

Survive the Schema Changes: Integration of Unmanaged Data Using Deep Learning

Data is the king in the age of AI. However data integration is often a l...

0 Zijie Wang, et al. ∙

∙ 10/13/2020

It's the Best Only When It Fits You Most: Finding Related Models for Serving Based on Dynamic Locality Sensitive Hashing

In recent, deep learning has become the most popular direction in machin...

0 Lixi Zhou, et al. ∙

∙ 09/01/2020

Tensor Relational Algebra for Machine Learning System Design

Machine learning (ML) systems have to support various tensor operations....

0 Binhang Yuan, et al. ∙

∙ 06/30/2020

Lachesis: Automated Generation of Persistent Partitionings for UDF-Centric Analytics

Persistent partitioning is effective in avoiding expensive shuffling ope...

0 Jia Zou, et al. ∙

∙ 04/25/2019

Declarative Recursive Computation on an RDBMS, or, Why You Should Use a Database For Distributed Machine Learning

A number of popular systems, most notably Google's TensorFlow, have been...

0 Dimitrije Jankov, et al. ∙

∙ 08/18/2018

Pangea: Monolithic Distributed Storage for Data Analytics

Storage and memory systems for modern data analytics are heavily layered...

0 Jia Zou, et al. ∙

∙ 11/15/2017

PlinyCompute: A Platform for High-Performance, Distributed, Data-Intensive Tool Development

This paper describes PlinyCompute, a system for development of high-perf...

0 Jia Zou, et al. ∙

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