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Abbie Petulante's Projects

dl_darkmattersims icon dl_darkmattersims

Research project using convolutional neural networks to learn how structure forms in dark matter simulations of the universe.

gather_subhalo icon gather_subhalo

SSH into computer with tree files, and pull the snippet of the needed one to get the history of a single subhalo-halo interaction

generate_sub_props icon generate_sub_props

All code needed to generate a complete table of properties for all subhalos in Rockstar tree files

livelossplot icon livelossplot

Live training loss plot in Jupyter Notebook for Keras, PyTorch and others

paper-ml_dmosubs icon paper-ml_dmosubs

LaTex documents and figures for paper about using machine learning to predict the fates of subhalos in a DMO simulation.

python_mlalgorithms icon python_mlalgorithms

Some machine learning algorithms, coded from scratch in python. Not designed to be better than anything else you could find on the internet, but good for practice.

unet_tutorial icon unet_tutorial

A Jupyter notebook tutorial, walking through how a U-Net convolutional neural network works.

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