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differential-machine-learning

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Differential ML option pricing and deep hedging in PyTorch. Analytic, autograd, and pathwise Monte Carlo routes to every Greek, validated to 1e-10; a deep hedging policy under transaction costs, benchmarked against delta hedging.

  • Updated Sep 4, 2026
  • Jupyter Notebook

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