An open API service indexing awesome lists of open source software.

https://github.com/alexp11223/simplepybrainneuralneutwork

Some scripts for dataset exploration, normalization and classification using Python, PyBrain, SciPy
https://github.com/alexp11223/simplepybrainneuralneutwork

classification decision-trees gaussian-distribution machine-learning neural-network normalization pybrain python python2 qqplot scipy svm svm-classifier uci

Last synced: 7 months ago
JSON representation

Some scripts for dataset exploration, normalization and classification using Python, PyBrain, SciPy

Awesome Lists containing this project

README

          

Some scripts for dataset exploration, normalization and classification with neural network and other methods (decision tree, SVM) on Banknote Authentication Data Set from UCI repository. https://archive.ics.uci.edu/ml/datasets/banknote+authentication

# Usage

Requirements:

- Python 2.7
- [pipenv](https://pipenv.readthedocs.io/en/latest/)
- PyBrain. Clone/download it's repo https://github.com/pybrain/pybrain and put one level up (../) from the project root (or change path in `Pipfile`).

Install dependencies by executing `pipenv install` and run the scripts, all parameters are specified in variables at the top of each script.

![](https://i.imgur.com/m4yCJPt.png)

![](https://i.imgur.com/CyQi5qX.png)

![](https://i.imgur.com/VFJbYr8.png)

![](https://i.imgur.com/kwitTX3.png)

![](https://i.imgur.com/onsknmR.png)

![](https://i.imgur.com/K9E5JZM.png)

![](https://i.imgur.com/uzE29bo.png)

![](https://i.imgur.com/1Y4nrty.png)