Machine Learning Components

Intial Final Classification & Interpolation

• Intial Final Classification & Interpolation
  • Loading a Pretrained Interpolator
  • Training the Interpolator
  • Using the Interpolator

Profile Interpolation

Warning

This feature is experimental and may not be suited for scientific use. If you want to us this feature, please install the relevant dependencies with pip install -e .[ml].

POSYDON support an experimental feature that allows the user to interpolate the final MESA profile of a supported binary MESA grid.

• Profile Interpolation
  • Extracting Profile Data from .h5 Files for Training Interpolators
  • Loading a Pretrained Interpolator
  • Training the Interpolator
  • Using the Interpolator
  • Evaluating on Testing Data