Posts by Jiaming Yuan
Data Science
Nov 10, 2025
Training XGBoost Models with GPU-Accelerated Polars DataFrames
One of the many strengths of the PyData ecosystem is interoperability, which enables seamlessly moving data between libraries that specialize in exploratory...
7 MIN READ
Data Science
Aug 07, 2025
Train with Terabyte-Scale Datasets on a Single NVIDIA Grace Hopper Superchip Using XGBoost 3.0
Gradient-boosted decision trees (GBDTs) power everything from real-time fraud filters to petabyte-scale demand forecasts. XGBoost open source library has long...
7 MIN READ
Data Science
Jun 17, 2021
Accelerating XGBoost on GPU Clusters with Dask
In XGBoost 1.0, we introduced a new official Dask interface to support efficient distributed training. Fast-forwarding to XGBoost 1.4, the interface is...
11 MIN READ