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Hi there ๐Ÿ‘‹ I'm gully

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

Creator of:

  • blasรฉ: 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 รฉchelle spectra from IGRINS, HPF, and Keck NIRSPEC (paper)
  • ynot: A spectrograph digital twin for pixel-perfect รฉchellogram 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)

๐Ÿ†• Unpublished projects

Starspots: contracosta, acdc, ๐Ÿ”’monhegan, ๐Ÿ”’ star-witness, ๐Ÿ”’hopful, ๐Ÿ”’ calico, xveganx, ๐Ÿ”’ KaneDoe, ๐Ÿ”’ varasly
Brown Dwarfs: ๐Ÿ”’gandules, varsity, ๐Ÿ”’ lombok, ๐Ÿ”’ ucdwhpf, jammer, ๐Ÿ”’ BAADE, ๐Ÿ”’zoja
Methodological: coldrum (ft. pysr), fiatlux, TgiF, HelloWorldNet, gpytorch-astro, ffi-motion, bombcat, probabilisticAGN
Hardware: nubble, postale

gully's Projects

scope icon scope

Simulated CCD Observations for Photometric Experimentation

secure icon secure

Python program that keeps an eye on /var/log/secure and reports "Failed password" attempts.

specutils icon specutils

An Astropy coordinated package for astronomical spectroscopy. Maintainers: @nmearl @crawfordsm @keflavich @eteq

spotecho icon spotecho

Can starspot modulation be detected in light echoes of large, high-albedo, planets?

starfish icon starfish

Tools for Flexible Spectroscopic Inference

starry icon starry

Analytic occultation light curves for astronomy.

text_errata icon text_errata

A Catalog of errors and typos in the book "Statistics, Data Mining, and Machine Learning in Astronomy

tinygp icon tinygp

The tiniest of Gaussian Process libraries

tldw icon tldw

Annotated YouTube videos about astronomy and data science

voxcharta icon voxcharta

Web-scrape the voxcharta.org usage statistics

waxphablet icon waxphablet

Tools to compile historical and modern time series photometry to identify long term trends

wobble icon wobble

precise data-driven RV fitting, now with tellurics!

ynot icon ynot

Astronomical รฉchellogram digital twins with pixel-perfect machine learning: rehabilitating archival data and pathfinding for EPRV

zigzag icon zigzag

Zygo Interferometry of Gratings with Zernike Analysis by Gully

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