cuML Machine Learning Skill

GPU-accelerated machine learning using NVIDIA RAPIDS cuML. cuML provides a scikit-learn-compatible API that runs on NVIDIA GPUs, enabling massive speedups on large datasets.

When to Use This Skill

Use this skill when:

• Training classification models (predict categories, detect fraud, classify text)
• Training regression models (forecast values, predict prices, estimate quantities)
• Clustering data (segment customers, group documents, find patterns)
• Dimensionality reduction (visualize high-dimensional data, compress features)
• Preprocessing and feature engineering on large datasets
• Any ML task on datasets with 10K+ rows where GPU acceleration helps

Initialization (REQUIRED)

Always start every script with this boilerplate. It tests actual GPU ML operations.