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https://github.com/redhat-na-ssa/datasci-fingerprint
Explore the wonders of ML with fingerprints
https://github.com/redhat-na-ssa/datasci-fingerprint
classification data-science dataset image-classification jupyter-notebook machine-learning tensorflow tensorflow-tutorials
Last synced: 16 days ago
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Explore the wonders of ML with fingerprints
- Host: GitHub
- URL: https://github.com/redhat-na-ssa/datasci-fingerprint
- Owner: redhat-na-ssa
- License: mit
- Created: 2023-02-07T23:47:55.000Z (almost 2 years ago)
- Default Branch: main
- Last Pushed: 2023-11-29T04:03:18.000Z (12 months ago)
- Last Synced: 2024-10-10T08:40:50.817Z (about 1 month ago)
- Topics: classification, data-science, dataset, image-classification, jupyter-notebook, machine-learning, tensorflow, tensorflow-tutorials
- Language: Jupyter Notebook
- Homepage:
- Size: 110 MB
- Stars: 1
- Watchers: 3
- Forks: 2
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# Fingerprint Prediction on Unknown Prints
This tutorial demonstrates a basic machine learning workflow to create an image classifier that can predict human attributes from unknown fingerprints.
1. Examine and understand data
1. Process and transform data
1. Train a baseline model
1. Deploy to production
1. Tune the model
1. Deploy to production
1. Identify improvementsProject structure based on the cookiecutter data science project template. #cookiecutterdatascience
## Quick start
Go to [notebooks](notebooks) to get started
Local Development
```
scripts/bootstrap.sh
```## Additional Resources
- [Cornell University - Research Paper](https://arxiv.org/abs/1807.10609)
- [Kaggle - Sokoto Coventry Fingerprint Dataset (SOCOFing)](https://www.kaggle.com/datasets/ruizgara/socofing)