epos-ai/platform-demo-scripts
3
0
Fork 0
Code Issues Pull Requests Activity

initial commit

Browse Source
This commit is contained in:
Krystyna Milian
2023-07-05 09:58:06 +02:00
commit 128d657e76
15 changed files with 11868 additions and 0 deletions
Download Patch File Download Diff File Expand all files Collapse all files
README.md
+18
View File
@@ -0,0 +1,18 @@
# 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](https://seisbench.readthedocs.io/en/stable/pages/data_format.html)), check the [notebook](utils/Transforming%20mseeds%20to%20SeisBench%20dataset.ipynb).
The original data can be downloaded from the [drive](https://drive.google.com/drive/folders/1InVI9DLaD7gdzraM2jMzeIrtiBSu-UIK?usp=drive_link)
- Explore available data, check the [notebook](notebooks/Explore%20igf%20data.ipynb)
- Train cnn model (Seisbench PhaseNet)to detect P phase, check the [script](scripts/train.py)
- Search for the best training hyperparams, check the [script](scripts/training_wandb_sweep.py)
- Validate model performance, check the [notebook](notebooks/Check%20model%20performance%20depending%20on%20station-random%20window.ipynb)
- Use model for detecting P phase, check the [notebook](notebooks/Present%20model%20predictions.ipynb)
### Usage
To install all dependencies run:
`poetry install`