Search Results for author: Alexander Sim

Found 3 papers, 1 papers with code

Serving Deep Learning Model in Relational Databases

no code implementations7 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.

Adaptive Elastic Training for Sparse Deep Learning on Heterogeneous Multi-GPU Servers

1 code implementation13 Oct 2021 Yujing Ma, Florin Rusu, Kesheng Wu, Alexander Sim

We address these challenges with Adaptive SGD, an adaptive elastic model averaging stochastic gradient descent algorithm for heterogeneous multi-GPUs that is characterized by dynamic scheduling, adaptive batch size scaling, and normalized model merging.

Extreme Multi-Label Classification Scheduling

Investigating Underlying Drivers of Variability in Residential Energy Usage Patterns with Daily Load Shape Clustering of Smart Meter Data

no code implementations16 Feb 2021 Ling Jin, C. Anna Spurlock, Sam Borgeson, Alina Lazar, Daniel Fredman, Annika Todd, Alexander Sim, Kesheng Wu

Large-scale deployment of smart meters has motivated increasing studies to explore disaggregated daily load patterns, which can reveal important heterogeneity across different time scales, weather conditions, as well as within and across individual households.

Clustering

Cannot find the paper you are looking for? You can Submit a new open access paper.