As of 2025, you should be able to use sklearn on NVIDIA GPUs with a one-line code change to your jupyter notebook:

%load_ext cuml.accel

This uses the cuML library (part of RAPIDS framework) to use the GPU. The rest of the sklearn code should remain the same.

References:

An example Google Colab notebook

cuML Installation

blog post with CPU/GPU performance comparisons