Overview
Learn to accelerate time series analysis using Polars on NVIDIA GPUs in this 19-minute technical tutorial. Discover how to achieve 7x faster processing of stock market data through GPU acceleration, demonstrated by Matt Harrison, author of Effective Polars. Follow along in Google Colab with pre-installed RAPIDS as Harrison guides through installation, CPU-based time series operations, and the transition to GPU-accelerated analysis. Explore practical implementations with a provided Colab notebook, making it easy to replicate and experiment with the demonstrated techniques. Master the seamless integration of Polars with NVIDIA GPUs to significantly boost your time series analysis performance without requiring code modifications.
Syllabus
00:00 - Introduction
00:28 - Installation
01:39 - Time Series on CPU
12:15 - Time Series on GPU
18:04 - Conclusion
Taught by
NVIDIA Developer