tallamjr / astronet
Efficient Deep Learning for Real-time Classification of Astronomical Transients and Multivariate Time-series
☆14Updated last year
Related projects ⓘ
Alternatives and complementary repositories for astronet
- ☆22Updated 5 years ago
- PyAutoFit: Classy Probabilistic Programming☆60Updated this week
- Using Graph Neural Networks to regress baryonic properties directly from full dark matter merger trees.☆24Updated last year
- Differentiable strong lens modelling on CPUs and GPUs☆24Updated this week
- A Python package for approximate Bayesian inference and optimization using Gaussian processes☆42Updated last year
- Souce code for our ARA&A review of Gaussian process regression for astronomical time-series☆30Updated this week
- detecting anomalies in hyper suprime-cam images with generative adversarial networks☆10Updated 3 years ago
- Kernel Density Estimation and (re)sampling☆58Updated last year
- ☆13Updated 6 months ago
- ASTR 598: Astro-statistics and Machine Learning☆40Updated 6 years ago
- Investigating the information content in the cosmic web through dark matter halo graphs. Arxiv paper: https://arxiv.org/abs/2207.05202☆12Updated 10 months ago
- Differentiable cosmological emulators: the JAX version of CosmoPower☆31Updated 2 weeks ago
- repo for materials for AstroHackWeek 2020☆23Updated 4 years ago
- A webpage for the scattering transform. To calculate, you just need the folder called "scattering".☆44Updated last month
- Next generation Bayesian analysis tools for efficient posterior sampling and evidence estimation.☆29Updated 2 years ago
- Repository for the project "DeepShadows: Separating LSBGs from artifacts using Deep Learning"☆16Updated last year
- Lectures on Bayesian statistics and information theory☆30Updated 3 years ago
- Streamlit app for galaxy similarity search☆21Updated 2 years ago
- Probabilistic modeling of tabular data with normalizing flows.☆55Updated 5 months ago
- Analysis code for the research paper "Convolutional neural networks: a magic bullet for gravitational-wave detection?"☆32Updated 3 months ago
- Galaxy images labelled by morphology (shape). Aimed at ML development and teaching.☆34Updated last year
- A Jax wrapper for cudaKDTree☆10Updated last year
- Code to replicate posterior probability distributions with bijectors/KDEs and perform marginal KL/bayesian dimensionality calculations.☆13Updated 7 months ago
- astroML notebooks. They are rendered at http://www.astroml.org/astroML-notebooks☆42Updated last year
- Robust Gaussian Process with Iterative Trimming☆20Updated 3 years ago
- Proximal Nested Sampling for high-dimensional Bayesian model selection☆22Updated 7 months ago
- Astronomical Image Reconstruction with Convolutional Neural Networks☆18Updated 7 years ago
- ☆17Updated last year
- An experiment: emcee implemented in JAX☆25Updated 2 years ago
- Fully Adaptive Bayesian Algorithm for Data Analysis (FABADA) is a new approach of noise reduction methods. In this repository is shown th…☆23Updated last year