├── .DS_Store ├── .gitignore ├── LICENSE ├── README.md ├── week-1 ├── Introduction to convolutional neural networks.ipynb ├── Large_scale_galaxy_formation_simulations_and_machine_learning_approaches_(Part_2)_Gaussian_process_regression_for_emulation.ipynb ├── Large_scale_galaxy_formation_simulations_and_machine_learning_approaches_Part1_Simulated_absorption_spectra.ipynb └── README.md ├── week-2 ├── README.md ├── tutorial_on_halo-galaxy_connection │ ├── Part2 - Normalizing_flows.ipynb │ ├── README.md │ ├── halo-galaxy_connection.ipynb │ └── model_transform.txt └── tutorial_on_universemachine │ └── UniverseMachine_Tutorial.ipynb ├── week-3 ├── KITP-CCA-GNN-tutorial.ipynb ├── KITP-CCA-Mangrove.ipynb ├── README.md ├── robust_uncertainties.ipynb └── sbi_tutorial.ipynb ├── week-4 ├── Malz_KITPCCA_photo-z_tutorial.ipynb ├── README.md ├── goldenspike_Colabified.ipynb ├── teddyAflow.pkl ├── teddyBflow.pkl └── teddyCflow.pkl ├── week-5 ├── README.md ├── jax_demo_diffmah.ipynb └── jax_overview.ipynb └── week-6 └── README.md /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/.DS_Store -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/README.md -------------------------------------------------------------------------------- /week-1/Introduction to convolutional neural networks.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-1/Introduction to convolutional neural networks.ipynb -------------------------------------------------------------------------------- /week-1/Large_scale_galaxy_formation_simulations_and_machine_learning_approaches_(Part_2)_Gaussian_process_regression_for_emulation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-1/Large_scale_galaxy_formation_simulations_and_machine_learning_approaches_(Part_2)_Gaussian_process_regression_for_emulation.ipynb -------------------------------------------------------------------------------- /week-1/Large_scale_galaxy_formation_simulations_and_machine_learning_approaches_Part1_Simulated_absorption_spectra.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-1/Large_scale_galaxy_formation_simulations_and_machine_learning_approaches_Part1_Simulated_absorption_spectra.ipynb -------------------------------------------------------------------------------- /week-1/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-1/README.md -------------------------------------------------------------------------------- /week-2/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-2/README.md -------------------------------------------------------------------------------- /week-2/tutorial_on_halo-galaxy_connection/Part2 - Normalizing_flows.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-2/tutorial_on_halo-galaxy_connection/Part2 - Normalizing_flows.ipynb -------------------------------------------------------------------------------- /week-2/tutorial_on_halo-galaxy_connection/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-2/tutorial_on_halo-galaxy_connection/README.md -------------------------------------------------------------------------------- /week-2/tutorial_on_halo-galaxy_connection/halo-galaxy_connection.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-2/tutorial_on_halo-galaxy_connection/halo-galaxy_connection.ipynb -------------------------------------------------------------------------------- /week-2/tutorial_on_halo-galaxy_connection/model_transform.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-2/tutorial_on_halo-galaxy_connection/model_transform.txt -------------------------------------------------------------------------------- /week-2/tutorial_on_universemachine/UniverseMachine_Tutorial.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-2/tutorial_on_universemachine/UniverseMachine_Tutorial.ipynb -------------------------------------------------------------------------------- /week-3/KITP-CCA-GNN-tutorial.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-3/KITP-CCA-GNN-tutorial.ipynb -------------------------------------------------------------------------------- /week-3/KITP-CCA-Mangrove.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-3/KITP-CCA-Mangrove.ipynb -------------------------------------------------------------------------------- /week-3/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-3/README.md -------------------------------------------------------------------------------- /week-3/robust_uncertainties.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-3/robust_uncertainties.ipynb -------------------------------------------------------------------------------- /week-3/sbi_tutorial.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-3/sbi_tutorial.ipynb -------------------------------------------------------------------------------- /week-4/Malz_KITPCCA_photo-z_tutorial.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-4/Malz_KITPCCA_photo-z_tutorial.ipynb -------------------------------------------------------------------------------- /week-4/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-4/README.md -------------------------------------------------------------------------------- /week-4/goldenspike_Colabified.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-4/goldenspike_Colabified.ipynb -------------------------------------------------------------------------------- /week-4/teddyAflow.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-4/teddyAflow.pkl -------------------------------------------------------------------------------- /week-4/teddyBflow.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-4/teddyBflow.pkl -------------------------------------------------------------------------------- /week-4/teddyCflow.pkl: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-4/teddyCflow.pkl -------------------------------------------------------------------------------- /week-5/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-5/README.md -------------------------------------------------------------------------------- /week-5/jax_demo_diffmah.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-5/jax_demo_diffmah.ipynb -------------------------------------------------------------------------------- /week-5/jax_overview.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-5/jax_overview.ipynb -------------------------------------------------------------------------------- /week-6/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/DataDrivenGalaxyEvolution/galevo23-tutorials/HEAD/week-6/README.md --------------------------------------------------------------------------------