Serving Deep Learning Model in Relational Databases

no code implementations • 7 Oct 2023 • Alexandre Eichenberger, Qi Lin, Saif Masood, Hong Min, Alexander Sim, Jie Wang, Yida Wang, Kesheng Wu, Binhang Yuan, Lixi Zhou, Jia Zou

Serving deep learning (DL) models on relational data has become a critical requirement across diverse commercial and scientific domains, sparking growing interest recently.

Benchmark of DNN Model Search at Deployment Time

no code implementations • 1 Jun 2022 • Lixi Zhou, Arindam Jain, Zijie Wang, Amitabh Das, Yingzhen Yang, Jia Zou

Deep learning has become the most popular direction in machine learning and artificial intelligence.

Activity Recognition text-classification +1

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

no code implementations • 15 Oct 2020 • Zijie Wang, Lixi Zhou, Amitabh Das, Valay Dave, Zhanpeng Jin, Jia Zou

Data is the king in the age of AI.

Data Integration

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

no code implementations • 13 Oct 2020 • Lixi Zhou, Zijie Wang, Amitabh Das, Jia Zou

However, preparation of training data is often a bottleneck in the lifecycle of deploying a deep learning model for production or research.