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From Numba to Triton: a GPU programming path

Published on December 12, 2025, this practical Jupyter notebook introduces GPU programming with Numba and then moves to Triton, a Python-like language for writing kernels.

The publication describes a Jupyter notebook for engineers who want a practical starting point in GPU programming. Its stated path begins with Numba and then advances to Triton, which is used to write kernels in a Python-like language. The material is presented as an introduction; the source text reports no performance results or other technical findings.

To assess the material, consult the original notebook and inspect its examples and progression between the tools. Since the publication does not specify versions, requirements, or results, check those details in the notebook itself before applying its guidance.

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