AstronomicAL V2: Deep Learning and Image Update

[grant-m-s]

Upcoming features:

Machine Learning Updates

• [ ] Full Pytorch Model Support

  • [ ] Training
  • [ ] Save/Load Model

• [ ] Full Tensorflow Model Support

  • [ ] Training
  • [ ] Save/Load Model

• [ ] Image Dataset Incorporation

• [ ] Model Exploration Views

  • [ ] Saliency Maps
  • [ ] Weight Visualisation
  • [ ] Occlusion Maps

• [ ] Incorporate Stopping Criteria into training

• [ ] Allow cross-val to produce uncertainties during training

UI/UX Improvements

• [ ] Improve layout template
• [ ] Allow dynamic dashboard creation and removal

Various Bug Fixes

• [ ] Improve handling train, val, test splits for small and very imbalanced datasets #16