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Datasets

  • Galaxy10 DECaLS Dataset
  • Galaxy10 SDSS Dataset

Basics of astroNN

  • Getting Started
  • Contributor and Issue Reporting guide
  • Changelog
  • Publications using astroNN
  • Loss Functions and Metrics
  • Layers
  • Callbacks and Utilities
  • Neural Nets Classes and Basic Usage

NN Introduction and Demo

  • Bayesian Neural Net with Dropout Variational Inference

APOGEE/Gaia/LAMOST Tools and models

  • Mini Tools for APOGEE data
  • Mini Tools for LAMOST data
  • Mini Tools for Gaia data
  • APOGEE Spectra with Convolutional Neural Net - ApogeeCNN
  • APOGEE Spectra with Bayesian Neural Net - ApogeeBCNN
  • APOGEE Spectra with Censored Bayesian NN - ApogeeBCNNCensored
  • APOGEE Spectra with Bayesian NN and Gaia offset calibration - ApogeeDR14GaiaDR2BCNN
  • Convolutional Variational Autoencoder - ApogeeCVAE
  • Encoder-decoder for APOGEE and Kepler - ApokascEncoderDecoder
  • StarNet (arXiv:1709.09182)
  • Cifar10 with astroNN
astroNN
  • Overview: module code

All modules for which code is available

  • astroNN.apogee.chips
  • astroNN.apogee.downloader
  • astroNN.datasets.apogee
  • astroNN.datasets.xmatch
  • astroNN.gaia.gaia_shared
  • astroNN.lamost
    • astroNN.lamost.chips
  • astroNN.models
    • astroNN.models.apogee_models
    • astroNN.models.base_bayesian_cnn
    • astroNN.models.base_cnn
    • astroNN.models.base_vae
    • astroNN.models.nn_base
  • astroNN.nn.callbacks
  • astroNN.nn.layers
  • astroNN.nn.losses
  • astroNN.nn.numpy
  • astroNN.shared.matplotlib

© Copyright 2017-2024 Henry Leung. Revision 9ba2ab0b. Last updated on 07 Sep 2024.

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