Posts by Jamil Semaan
Data Science
Aug 01, 2025
7 Drop-In Replacements to Instantly Speed Up Your Python Data Science Workflows
You've been there. You wrote the perfect Python script, tested it on a sample CSV, and everything worked flawlessly. But when you unleashed it on the full 10...
8 MIN READ
Data Science
Jul 18, 2025
3 pandas Workflows That Slowed to a Crawl on Large Datasets—Until We Turned on GPUs
If you work with pandas, you’ve probably hit the wall. It’s that moment when your trusty workflow, so elegant on smaller datasets, grinds to a halt on a...
4 MIN READ
Data Science
Jun 27, 2025
How to Work with Data Exceeding VRAM in the Polars GPU Engine
In high-stakes fields such as quant finance, algorithmic trading, and fraud detection, data practitioners frequently need to process hundreds of gigabytes (GB)...
4 MIN READ
Data Science
Sep 17, 2024
Polars GPU Engine Powered by RAPIDS cuDF Now Available in Open Beta
Today, Polars released a new GPU engine powered by RAPIDS cuDF that accelerates Polars workflows up to 13x on NVIDIA GPUs, allowing data scientists to process...
4 MIN READ