Machine Learning Components

Initial-Final Classification & Interpolation

• Initial-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 use this feature, please install the relevant dependencies with pip install -e .[ml].

POSYDON supports 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