https://github.com/nunorc/galaxy-convnet
deep CNN for classification of galaxies
https://github.com/nunorc/galaxy-convnet
astronomy astrophysics cnn-classification deep-learning
Last synced: about 1 year ago
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deep CNN for classification of galaxies
- Host: GitHub
- URL: https://github.com/nunorc/galaxy-convnet
- Owner: nunorc
- Created: 2019-05-12T11:04:07.000Z (about 7 years ago)
- Default Branch: master
- Last Pushed: 2020-06-09T22:27:15.000Z (about 6 years ago)
- Last Synced: 2025-03-27T02:43:32.557Z (over 1 year ago)
- Topics: astronomy, astrophysics, cnn-classification, deep-learning
- Language: Jupyter Notebook
- Homepage:
- Size: 61.3 MB
- Stars: 4
- Watchers: 2
- Forks: 2
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Galaxy ConvNet
An exploratory definition of convolutional network for automatic classification
of galaxies, based on visual images. Relevant files in the repository:
* `galaxy-convnet-v2.ipynb`: Python notebook for training the model;
* `galaxy-convnet-v2.h5`: model weights stored in HDF5 format;
* `galaxy-convnet-dataset.ipynb`: Python notebook for creating the dataset;
* `data.tgz`: possible dataset for training and validation, created with the above notebook.
More information about this project available in this blog [post](https://medium.com/@nunorc/galaxies-morphology-classification-using-convolutional-neural-networks-ed5d7d82fbf).
### Acknowledgments
Thanks to Mariana Júlio for her interest in this project that sourced updates and improvements.