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@OttoStruve @SPIE-hack-day-2014 @igrins @BrownDwarf @Echelle @NSCNA

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gully/README.md

Hi there 👋 I'm gully

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

Creator of:

  • blasé: 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 échelle spectra from IGRINS, HPF, and Keck NIRSPEC (paper)
  • ynot: A spectrograph digital twin for pixel-perfect échellogram 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)

🆕 Unpublished projects

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

Popular repositories Loading

  1. awesome-astrodata awesome-astrodata Public

    Awesome list for astronomy data and resources for self-learning

    28 5

  2. blase blase Public

    Interpretable Machine Learning for astronomical spectroscopy in PyTorch and JAX

    Jupyter Notebook 27 8

  3. ForTheBit ForTheBit Public

    📈 Programmatically mining your own fitbit intraday data

    Jupyter Notebook 13 1

  4. HelloWorldNet HelloWorldNet Public

    Finding new worlds from Kepler/TESS data with PyTorch-- A fork of ExoNet from Ansdell et al. 2018

    Jupyter Notebook 13 1

  5. decotengu decotengu Public

    A fork of The DecoTengu dive decompression library

    Python 12 3

  6. gpytorch-astro gpytorch-astro Public

    GPyTorch Gaussian Process framework applied to astronomy time series datasets

    8

54 contributions in the last year

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Activity overview

Contributed to NSCNA/meeting-minutes, NSCNA/initiatives, NSCNA/bylaws and 4 other repositories
Loading A graph representing gully's contributions from April 14, 2024 to April 18, 2025. The contributions are 94% commits, 6% issues, 0% pull requests, 0% code review.

Contribution activity

April 2025

Created 4 commits in 1 repository
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