cuDF Analytics Skill

GPU-accelerated data analysis using NVIDIA RAPIDS cuDF. cuDF provides a pandas-like API that runs on NVIDIA GPUs, enabling massive speedups on large datasets.

When to Use This Skill

Use this skill when:

• Analyzing CSV files, datasets, or tabular data
• Computing statistical summaries (mean, median, std, quartiles)
• Performing groupby aggregations
• Detecting anomalies or outliers in data
• Profiling datasets with millions of rows
• Computing correlation matrices

Initialization (REQUIRED)

Always start every script with this boilerplate. It tests actual GPU operations, not just import.