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SkyExplain/SkyNeuralNets
SkyExplain/SkyNeuralNets PublicMachine learning analysis for cosmological model selection with neural networks
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SkyExplain/Sandbox
SkyExplain/Sandbox PublicRepository for notebooks, scripts and tutorial for the SkyExplain project
Jupyter Notebook 1
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SkyExplain/SkySimulation
SkyExplain/SkySimulation PublicCosmological data generation for machine-learning model-selection
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CMB_ML_based_model_selection
CMB_ML_based_model_selection PublicNeural networks for model selection and feature importance at the level of the CMB angular power spectra for JCAP02(2025)004 (arXiv:2410.05209)
Jupyter Notebook 3
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SkyExplain/SkyInterpret
SkyExplain/SkyInterpret PublicInterpretability tools for machine-learning powered cosmological model selection and classification
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Growth_LSS_model_selection_Lime
Growth_LSS_model_selection_Lime PublicThis repository hosts the ML analysis files for arxiv:2406.08351. The Neural Network for model classification, as well as the implementation of LIME, for feature importance.
Jupyter Notebook
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