Demo notebooks and scripts for EPOS AI Platform

This repo contains notebooks and scripts demonstrating how to:

• Prepare IGF data for training model detecting P phase (i.e. transform mseeds into SeisBench data format), check the notebook. The original data can be downloaded from the drive

• Explore available data, check the notebook

• Train cnn model (Seisbench PhaseNet) to detect P phase, check the script

• Use Weights & Biases to search for the best training hyperparams, check the script

• Validate model performance, check the notebook

• Use model for detecting P phase, check the notebook

Usage

1. Install all dependencies with poetry, run: poetry install

2. Prepare .env file with content:

   WANDB_API_KEY="your key"