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Hey, Iā€™m Austen šŸ––! (@AustenWallis)

I work in Astronomy and Computational Astrophysics (ML/DL) with hobbies including Quantitative Finance and Architecture/Construction.

  • šŸ“– Iā€™m currently studying as a 2nd-year postgraduate researcher in (Astro)physics at the University of Southampton (June 2024).

  • šŸŒ¬ļø My PhD research is on emulating complex and imperfect astrophysical systems for accretion disk winds in quasars. This is for the rapid emulation of the Radiative Transfer Code, 'Python' (coded in C).

    • My code is called 'Speculate' and is accessible through the linked GitHub repository. Speculate currently is a PCA Gaussian Process Emulator, where 'Python' spectral data is reduced in dimensions, and the weight space is interpolated to mimic any region not defined by a grid point. The 4-year project aims to introduce novel methods to accurately match 30+ physical parameters from physically imperfect simulations (due to incorrect or missing theories) to real observational data. More info can be found in Speculate's cookbook.
  • šŸ“ˆ I'm also developing as a hobby my own private repository code, Silvanus, a quantitative trading/backtesting script. I spend my free time self-learning quantitative finance, transferring my Astro, Maths and Statistics education and research to new datasets pulled from the Bloomberg terminal.

šŸ“„ Feel free to contact me to collaborate with accretion disk winds or fun quantitative problems.
Email at [email protected]; it's a spam email account, I'll pick it up :)

Austen Wallis's Projects

cruising-through-soton icon cruising-through-soton

Archive repository containing the presentation for PyData Southampton lightning talk on the 16th Jan 2024, PyData London lightning talk on the 16th June 2024 and code to replicate results.

python icon python

This is the repository for Python, the radiative transfer code used to winds in AGN and other syatems

silvanus icon silvanus

Development of stock visualisation program, hypothesis backtesting facilities, API for real time stock information and automated trading algorithms. Ź•ćƒŽā€¢į“„ā€¢Ź”ćƒŽ ļøµ ā”»ā”ā”»

speculate icon speculate

Emulate spectrum with Speculate! A PCA gaussian process emulator for the radiative transfer code 'Python'.

starfish icon starfish

Tools for Flexible Spectroscopic Inference

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