AY

Work

Currently a Software Dev at Paces. I have proven expertise in scalable frontend design and development.

Software Development

Data Science: Academic & Research Projects

Previous work with machine learning tools (clustering, regression) in the context of astronomy.

Open Cluster Candidate Detection Using DBSCAN

Using machine learning clustering algorithms and star data to find open clusters.

Python
pandas
NumPy
scikit-learn
Matplotlib
Astropy
SQL
Jupyter

Remeasuring the Hubble Constant

Measuring the Hubble constant by building a hierarchical Bayesian model of the distance ladder using standard candles.

Python
pandas
NumPy
Matplotlib
emcee
Astropy
SciPy
SQL
Jupyter

The Cannon (LITE) Stellar Spectrum Parameter Generatrion

Using machine learning techniques to generate stellar parameters and best-fit flux curves from spectroscopic data.

Python
pandas
NumPy
Matplotlib
emcee
Astropy
SciPy
TensorFlow
SQL
Jupyter

Standard Candle-Derived Period-Luminosity Relationship and Milky Way Dust Distribution

Using standard candles and Bayesian statistical inference with Markov chain Monte Carlo to derive a period-luminosity relationship and generate a dust map of the Milky Way.

Python
pandas
NumPy
Matplotlib
emcee
Astropy
SciPy
SQL
Jupyter

Catalog of New K2 Exoplanet Candidates from Citizen Scientists

Using citizen science via the Zooniverse platform and light curves to detect exoplanet candidates

batman