Research Projects
These are some of my notable research projects. (in order of completion)
-
ml_astro_boss
Another student and I trained a Deep Learning Model to predict the stellar
parameters of stars. This pipeline is now being used for the inference of
new stars by other researchers in the field for stars observed by the
BOSS telescope.
STATUS: Accepted to the Astronomical Journal.
-
tronn
Two other students and I were tasked with benchmarking a novel Deep Learning
Algorithm (DPC) against a littanny of other more traditional styles of Deep
Reinforcement Learning. We tested these algorithms in 6 different environments
with different levels of true system interaction to test the data efficiency of
each algorithm
STATUS: Manuscript in progress.
-
ml_astro_hydra
Three other students and I are working on developing a pipeline for estimating
the stellar parameters observed by any telescope, agnostic to any artifacts that
telescope may have.
STATUS: In progress.