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2025 CRESCENT Machine Learning Technical Short Course

2022 Ferndale

The 2022 Ferndale Earthquake in Northern California

Seismic Phase Detection - Theory

🚀 Access curated PNW Dataset with SeisBench APIs
🌎 U-Net for Seismic Phase Picking

Seismic Phase Detection - Practice

Assessing network performance
Applying the U-Net to real seismic data (detections the hard way)
Seisbench (detections the easy way)
Global Pick Database (detections the really easy way)
Hackathon #1

Graph Neural Network - Theory

🌐 Predicting Earthquake Origins with Graph Neural Networks
🌐 GNN for Node-Level Regression: Predicting Sine Waves

Seismic Phase Association - Application

Initialize

Waveform Data QC and Catalog Wrangling

IRIS Web Services Data Quality Metrics Exercise
Catalog Wrangling Exercise

Event Relocation

Double Different Relocation

Repository
Open issue

Index

By Amanda Thomas et al.

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