SOED

Self Organizing Error Driven Artificial Neural Network

Publications

• Self-organizing and error driven (SOED) artificial neural network for smarter classifications https://academic.oup.com/jcde/article/4/4/282/5729001
• An optimum ANN-based breast cancer diagnosis: Bridging gaps between ANN learning and decision-making goals https://www.sciencedirect.com/science/article/abs/pii/S1568494618304484
• From in-situ monitoring toward high-throughput process control: cost-driven decision-making framework for laser-based additive manufacturing https://www.sciencedirect.com/science/article/abs/pii/S0278612518302929
• Optimum profit-driven churn decision making: innovative artificial neural networks in telecom industry https://link.springer.com/article/10.1007/s00521-020-04850-6
• Supervised or unsupervised learning? Investigating the role of pattern recognition assumptions in the success of binary predictive prescriptions https://www.sciencedirect.com/science/article/abs/pii/S0925231220319639

How to work

pip install soed

from soed import SOEDClassifier

soed = SOEDClassifier(mlp_max_iter=10000,som_x=10, som_y=10,som_input_len=X_train.shape[1])

How to run project

virtualenv soed_dev
source soed_dev/bin/activate
pip install -r requirements.txt

jupyter notebook \
    --notebook-dir="./notebooks" \
    --ip=0.0.0.0 --port=3225

At the time new py package installed

pip install <package>

pip freeze > requirements.txt

for installation in local

pip install -e .

build project

python setup.py sdist bdist_wheel

Push project

twine upload dist/*

Release pypi module

pip install twine

Ensure you have pypi credential in

# nano ~/.pypirc
[pypi]
  username = __token__
  password = <Token>

./releaseNewVersionAndAddTag.sh