This workshop offers hands-on experience in accelerating Python codes with NVIDIA GPUs. You'll explore two main categories: drop-in replacements for SciPy and NumPy using CuPy, and GPU acceleration for data science workloads with NVIDIA RAPIDS. We'll conclude with an end-to-end example solving a geospatial problem.