optimize-for-gpu
K-Dense-AI/scientific-agent-skills
An expert skill for transforming CPU-bound Python code into highly performant GPU-accelerated code using NVIDIA technologies. It specializes in optimizing scientific workflows, including machine learning (ML), physics simulations, geospatial analysis, and large-scale array computations. Utilize tools like CuPy for array operations, Numba CUDA for custom kernels, and Warp for spatial computing and differentiable simulations, achieving dramatic speedups (10x to 1000x).
Use this when dealing with NumPy, pandas, SciPy, or complex computational loops that benefit from parallel processing on NVI...