18 lines
1.1 KiB
Markdown
18 lines
1.1 KiB
Markdown
# Demo notebooks and scripts for EPOS AI Platform
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This repo contains notebooks and scripts demonstrating how to:
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- Prepare IGF data for training model detecting P phase (i.e. transform mseeds into [SeisBench data format](https://seisbench.readthedocs.io/en/stable/pages/data_format.html)), check the [notebook](utils/Transforming%20mseeds%20to%20SeisBench%20dataset.ipynb).
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The original data can be downloaded from the [drive](https://drive.google.com/drive/folders/1InVI9DLaD7gdzraM2jMzeIrtiBSu-UIK?usp=drive_link)
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- Explore available data, check the [notebook](notebooks/Explore%20igf%20data.ipynb)
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- Train cnn model (Seisbench PhaseNet)to detect P phase, check the [script](scripts/train.py)
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- Search for the best training hyperparams, check the [script](scripts/training_wandb_sweep.py)
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- Validate model performance, check the [notebook](notebooks/Check%20model%20performance%20depending%20on%20station-random%20window.ipynb)
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- Use model for detecting P phase, check the [notebook](notebooks/Present%20model%20predictions.ipynb)
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### Usage
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To install all dependencies run:
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`poetry install` |