gully - Overview

Hi there πŸ‘‹ I'm gully

I build scientific Python software, ideally with PyTorch/JAX, focusing on interpretability, flexibility, uncertainty, and impact.

Creator of:

  • blasΓ©: Interpretable Machine Learning for super-resolution semi-empirical spectroscopy in PyTorch and JAX (paper)
  • gollum: Python API to precomputed synthetic spectral models
  • muler: Python API to Γ©chelle spectra from IGRINS, HPF, and Keck NIRSPEC (paper)
  • ynot: A spectrograph digital twin for pixel-perfect Γ©chellogram forward modeling in PyTorch (paper draft)

Contributor to:

  • lightkurve: Python API for precision time series photometry from Kepler/K2/TESS
  • Starfish: Robust likelihood function for astronomical spectral inference

Selected publications:

  • A Large and Variable Leading Tail of Helium in a Hot Saturn Undergoing Runaway Inflation (paper, code)
  • Observationally Constraining the Starspot Properties of Magnetically Active M67 Sub-subgiant S1063 (paper, code)
  • Placing the Spotted T Tauri Star LkCa 4 on an HR Diagram (paper, code)
  • Optical characterization of gaps in directly bonded Si compound optics using infrared spectroscopy (paper, code)
  • My PhD Thesis at UT Austin Astronomy (dissertation, revision history)

πŸ†• Unpublished projects

Starspots: contracosta, acdc, πŸ”’monhegan, πŸ”’ star-witness, πŸ”’hopful, πŸ”’ calico, xveganx, πŸ”’ KaneDoe, πŸ”’ varasly
Brown Dwarfs: πŸ”’gandules, varsity, πŸ”’ lombok, πŸ”’ ucdwhpf, jammer, πŸ”’ BAADE, πŸ”’zoja
Methodological: coldrum (ft. pysr), fiatlux, TgiF, HelloWorldNet, gpytorch-astro, ffi-motion, bombcat, probabilisticAGN
Hardware: nubble, postale