README.md

Deep learning project seed

Use this seed to start new deep learning / ML projects.

Goals

An pytorch implementation of earthquake center magnitude estimator https://github.com/smousavi05/MagNet

Magnet

https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL085976

How to run

First, install dependencies

python project/lit_magnet.py --config project/configs/stead.json --reshuffle true

Citation

Mousavi, S. M., & Beroza, G. C. (2019). A Machine‐Learning Approach for Earthquake Magnitude Estimation. Geophysical Research Letters.

Result

• Mse: 0.335884
• Std: 0.446582