Time Series Analysis on a GPU with Pandas and cuDF - Episode 7

This tutorial demonstrates GPU-accelerated time series analysis using cuDF and Pandas for digital humanities applications. Learn how to analyze temporal patterns in American newspaper articles from 1938-1945 by properly formatting date data and performing efficient grouping operations. The demonstration runs on a Dell Precision 3680 workstation with an Nvidia RTX 5000 GPU, showcasing how GPU acceleration can significantly improve data processing workflows. Follow along as the instructor loads datasets, converts date formats, groups time-based data, performs detailed analysis, and visualizes results with Matplotlib. The video concludes with a preview of upcoming content on Nvidia's cuGraph and cuML packages. Access the companion Jupyter notebook on GitHub to practice these techniques with your own historical datasets.