Deep Skies Lab
We do research at the intersection of AI, Statistics, and Cosmology. Building community & making discoveries since 2017. Led by B. Nord.
Pinned Repositories
DeepAstroUDA
Universal Domain Adaptation for cross-survey classification, regression and anomaly detection
DeepBench
Simulation library for very simple simulations to benchmark machine learning algorithms
deeplenstronomy
A pipeline for versatile strong lens sample simulations
DeeplyUncertain-Public
deepmerge-public
DeepMerge: An implementation of neural network models for classifying merging galaxies
deepmhd
DeepSurveySim
An astrological survey simulation designed for testing MDP-style algorithms
DeepWiki
Temp Container for the wiki information we have already
digs_sbi
Repository for the project DIGS: Deep Inference of Galaxy Spectra with Neural Posterior Estimation and SBI.
GNN_DomainAdapt
Inferring cosmology across datasets using Graph Neural Networks and Domain Adaptation
Deep Skies Lab's Repositories
deepskies/DeeplyUncertain-Public
deepskies/deeplenstronomy
A pipeline for versatile strong lens sample simulations
deepskies/DeepAstroUDA
Universal Domain Adaptation for cross-survey classification, regression and anomaly detection
deepskies/deepmerge-public
DeepMerge: An implementation of neural network models for classifying merging galaxies
deepskies/DeepWiki
Temp Container for the wiki information we have already
deepskies/DeepBench
Simulation library for very simple simulations to benchmark machine learning algorithms
deepskies/DeepSurveySim
An astrological survey simulation designed for testing MDP-style algorithms
deepskies/digs_sbi
Repository for the project DIGS: Deep Inference of Galaxy Spectra with Neural Posterior Estimation and SBI.
deepskies/DeepCMBsim
deepskies/deepmhd
deepskies/DeepSZSim
deepskies/DeepWavNN
deepskies/GNN_DomainAdapt
Inferring cosmology across datasets using Graph Neural Networks and Domain Adaptation
deepskies/noise2self
A framework for blind denoising with self-supervision.
deepskies/CosmoGraphNet
Graph Neural Networks to predict the cosmological parameters or the galaxy power spectrum from galaxy catalogs.
deepskies/DeepDiagnostics
Inference diagnostics for mostly SBI
deepskies/DeepUQ
A repo to assess uncertainty quantification methods from deep learning models
deepskies/Neural_GP
Neural Inference of Gaussian Processes for Time Series Data of Quasars
deepskies/cmbcosmo
CMB cosmology inference -- comparing SBI to other methods.
deepskies/DeepSLIDE
Code presenting the analysis to infer Dark Energy from Strong Lensing using SBI NRE
deepskies/DeepZipper
DeepZipper repository for paper 1
deepskies/tutorial-Wilson-AI
A guide to running AI frameworks on Wilson HPC cluster GPUs
deepskies/.github
deepskies/DeeplyUncertain-QtC
deepskies/DeepSZSim-rtd
deepskies/DomainAdaptiveMVEforLensModeling
Domain Adaptation and Uncertainty Quantification for Gravitational Lens Modeling
deepskies/hypogen-db
A library for interfacing with the HypoGen database.