├── .gitignore ├── LICENSE ├── README.md ├── models ├── __init__.py ├── deep_set.py ├── deep_set_freq.py ├── flows.py ├── residual.py ├── resnet.py ├── sequential.py ├── transformer.py └── utils.py ├── notebooks ├── .DS_Store ├── .gitignore ├── 01_mvn_conjugate_prior.ipynb ├── 04_FrequentistTrain.ipynb ├── 05_lensing.ipynb ├── 10_MCMC_deepset_comparison.ipynb ├── 11_bump_hunt_plots.ipynb ├── 12_lensing_image.ipynb ├── plot_params.py ├── plots │ ├── .DS_Store │ ├── combined.png │ ├── lensing.png │ ├── mixture.png │ └── mvn.jpg ├── pymc_batch │ ├── .gitignore │ ├── CondorJobSubmitter.py │ ├── RunMCMCCampaign.py │ ├── make_plots.py │ ├── pymc.def │ ├── pymc_utils.py │ └── run_mcmc.py ├── pytorch_batch │ ├── .bash_history │ ├── RunTrainingCampaign.py │ ├── pytorch.def │ └── train_deepset.py └── tqdm_progress.py ├── setup.sh ├── simulators ├── __init__.py ├── conjugate.py ├── extended_particle_model.py ├── extended_particle_model_freq.py ├── lensing.py ├── lensing_profiles.py ├── 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