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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

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By Amanda Thomas et al.

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