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    Monte Carlo General Education Network

    Monte Carlo General Education Network

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    Tutorials

    The primary repository for the MCgen tutorials is gitlab.cern.ch/mcgen-ct/tutorials, which is mirrored at github.com/mcgen-ct/tutorials so they can be directly accessed via Google’s Colab. These respositories also provide further information, including lecture slides and .pdf versions of the notebooks.

    hadronization vertices integration_MC parton shower Lund string fragmentation functions parton shower splitting hadronization vertices

    Monte Carlo

    • visualization (solutions)
    • Pythia (solutions)
    • tuning (solutions)
    • random number generation (solutions)
    • integration and sampling (solutions)
    • hard process (solutions)
    • parton showers (solutions)
    • hadronization (solutions)

    Machine Learning

    • linear and logistic regression (solutions)
    • classification (solutions)
    • auto-differentiation (solutions)
    • neural networks (solutions)
    • neural networks with standard tools (solutions)
    • unsupervised learning (solutions)
    • normalizing flows (solutions)
    • boosted decision trees (solutions)
    • top tagging (solutions)
    • flavor tagging (solutions)

    Other

    • numerical precision (solutions)
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