A python-based tool to fetch astronomical images 🌌
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Oct 2, 2020 - Python
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galaxy-classification
Here are 9 public repositories matching this topic...
Repo for my thesis research development at UC Riverside: "Classifying Galaxy Morphologies Using Bayesian Neural Networks for LSST"
python
machine-learning
deep-learning
neural-network
astronomy
tensorflow
keras
cnn
python3
bayesian-network
astrophysics
galaxies
image-classification
convolutional-neural-networks
lsst
bayesian-neural-networks
bnn
classification-model
galaxy-classification
galaxy-morphology
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Feb 15, 2024 - Jupyter Notebook
SDSS telescopes have captured over 40 TB worth of galaxy images and classification of these images is the first step towards obtaining a deeper understanding of physical processes within them, star formation, and the nature of the universe. Since we could not find an easily accessible dataset for galaxy classification, we compiled a dataset for …
machine-learning
big-data
deep-learning
random-forest
astronomy
image-classification
convolutional-neural-networks
support-vector-machines
principal-component-analysis
astropy
astronomical-images
multilayer-perceptron-network
galaxy-classification
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May 1, 2021 - Python
This repository contains the code and data for the Astronomical Object Classification Project. The project focuses on classifying celestial objects (stars, galaxies, and quasars) based on their spectral characteristics using data from the Sloan Digital Sky Survey (SDSS).
github
open-source
data-science
machine-learning
astronomy
data-visualization
classification
spectral-analysis
sdss
space-exploration
galaxy-classification
sky-survey
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Sep 10, 2023 - Jupyter Notebook
A Bayesian CNN approach to SDSS image data classification
entropy
tensorflow
bayesian-inference
bayesian-statistics
bayesian-neural-networks
galaxy-classification
galaxy-zoo
tensorflow-probability
ensembling-methods
bayesian-convolution-network
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May 29, 2023 - Jupyter Notebook
Experiments in galaxy classification using CNNs on data frovided by Kaggle
data-science
data
machine-learning
deep-learning
astronomy
kaggle
classification
galaxy-classification
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Aug 6, 2017 - Jupyter Notebook
A morphological galaxy classification program using machine learning.
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Jul 25, 2023 - Python
Unsupervised machine learning algorithm for galaxy classification of Big Data astronomical surveys
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Mar 14, 2024 - Python
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