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perfect is a score
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perfect is a score

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@Ciela-Institute @Autostronomy

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ConnorStoneAstro/README.md

Hi There 👋 I'm Connor Stone, Ph.D.

I do research software development and statistics for astronomical applications. I especially like to work in astronomical image processing where squeezing out the most signal/precision/accuracy is critical to get science done! Lately I have been involved in projects where we use GPU acceleration and automatic differentiation to make powerful Bayesian analysis techniques possible. Check out the pinned repos below.

Research Software

I have written, or contributed to, a number of python packages for analyzing astronomical data (and other things) which I am proud of, take a look at them here:

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Reach me

The best way to contact me is by email: [email protected]

Also check out my website: https://connorjstone.com/

My GitHub (you are here): https://github.com/ConnorStoneAstro

perfect is a score

Perfect is a direction, but a direction pointing where? Well in probability a score is the gradient of the log probability, a direction of increasing probability density. If you want to properly explore a PDF you can't just go in the direction of the score, you need a little chaos such as introduced in Markov-Chain Monte Carlo. So perfect may be a score, but life is Metropolis Adjusted Langevin Algorithm.

Pinned Loading

  1. Autostronomy/AstroPhot Autostronomy/AstroPhot Public

    A fast, flexible, automated, and differentiable astronomical image 2D forward modelling tool for precise parallel multi-wavelength photometry

    Python 88 9

  2. Ciela-Institute/caustics Ciela-Institute/caustics Public

    A gravitational lensing simulator for the machine learning era.

    Python 36 12

  3. Autostronomy/AutoProf Autostronomy/AutoProf Public

    Automatic Isophotal solutions for galaxy images

    Python 27 5

  4. Ciela-Institute/PQM Ciela-Institute/PQM Public

    Implemenation of PQMass from Lemos et al. 2024

    Jupyter Notebook 10

  5. caskade caskade Public

    Build scientific simulators, treating them as a directed acyclic graph

    Python 2