Accelerate Data Analysis with RAPIDS cuDF - Using Pandas on GPU - Episode 2
Python Tutorials for Digital Humanities via YouTube
Overview
Syllabus
00:00 Introduction to Faster Pandas
00:23 Understanding Scalability Solutions
01:03 The Limitations of Pandas
03:10 Alternatives to Pandas: Dask and Polars
04:14 Introducing cuDF and GPU Acceleration
05:00 Real-World Speed Test: CPU vs GPU
07:57 Setting Up Your Workstation
09:43 Installing and Using cuDF
11:58 Conclusion and Next Steps
Taught by
Python Tutorials for Digital Humanities