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title: PHYS 449 - Machine Learning in Physics (Final Project)
---
[Main Page](https://hackmd.io/@hpcfung/Main_Page)
# PHYS 449 - Machine Learning in Physics (Final Project)
The goal of the final project is to do a deep-dive on a select published research paper in machine learning research for physics, understand the results of the paper, and reproduce the results reported in the paper.
- Paper: "Deep learning insights into cosmological structure formation", by Lucie-Smith et al. [arXiv:2011.10577v2](https://arxiv.org/abs/2011.10577)
- Group members: Finn Dodgson, Tristan Fraser, Cyrus Fung, François-Guillaume Lemesre
- Code: https://github.com/flemesre/PHYS-449-final-project
## Overview
Problem statement; methodology and results of the paper; roadmap of our project
<iframe src="https://docs.google.com/viewer?srcid=1jWcMKE8zxMh3tmnC7nN7lFnAabb-F99jxSU2iAt6v7Q&pid=explorer&efh=false&a=v&chrome=false&embedded=true" width="580px" height="360px"></iframe>
## Results
<iframe src="https://docs.google.com/viewer?srcid=1S9V78QO9qYOekwn9SUYFPDTMMuag9vsNGCh3anrYu98&pid=explorer&efh=false&a=v&chrome=false&embedded=true" width="580px" height="360px"></iframe>