Human Limits in Machine Learning: Prediction of Plant Phenotypes Using Soil Microbiome Data

1 code implementation • 19 Jun 2023 • Rosa Aghdam, Xudong Tang, Shan Shan, Richard Lankau, Claudia Solís-Lemus

The preservation of soil health is a critical challenge in the 21st century due to its significant impact on agriculture, human health, and biodiversity.

Data Augmentation Model Selection

Merak: An Efficient Distributed DNN Training Framework with Automated 3D Parallelism for Giant Foundation Models

1 code implementation • 10 Jun 2022 • Zhiquan Lai, Shengwei Li, Xudong Tang, Keshi Ge, Weijie Liu, Yabo Duan, Linbo Qiao, Dongsheng Li

These features make it necessary to apply 3D parallelism, which integrates data parallelism, pipeline model parallelism and tensor model parallelism, to achieve high training efficiency.

Novel Symmetry-preserving Neural Network Model for Phylogenetic Inference

2 code implementations • 12 Jan 2022 • Xudong Tang, Leonardo Zepeda-Nunez, Shengwen Yang, Zelin Zhao, Claudia Solis-Lemus

Scientists world-wide are putting together massive efforts to understand how the biodiversity that we see on Earth evolved from single-cell organisms at the origin of life and this diversification process is represented through the Tree of Life.