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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"