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Machine Learning with Echo State Networks, a scikit-learn compatible package.

Home Page: https://fabridamicelli.github.io/echoes/

License: MIT License

Python 98.82% Makefile 0.75% CSS 0.43%
python machine-learning reservoir-computing echo-state-networks recurrent-neural-networks neural-network shallow-learning

echoes's Introduction

Hi, I'm Fabrizio! 👋

🐍 Python 🤖 Machine Learning 📊 Data Science 🚀 Scientific computing

🎓 PhD in Computational Neuroscience, now a 💻 Data Scientist working on fraud detection 🕵🏽 using neural networks and large datasets.

A couple of Python packages that I created and maintain:
echoes: A scikit-learn compatible package for Machine Learning with Echo State Networks     
kuramoto: Classical model to study synchronization phenomena                                                   
ser: Susceptible-Excited-Refractory, a dynamical model of spreading excitations on graphs     

Check out other Open Source contributions here.

I enjoy 📝 technical writing and once in while make a 🎥 video covering Python/ML/Data Science topics.

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echoes's Issues

how to change to generator to use a custom data array of time series data

Hi,

I am new to echoes and would like to use a data array of time series data that I collect as the generator data feed. How would I change from the MackeyGlass data to my own heart rate data time series? I tried just replacing the MackeyGlass data but the prediction results are way off.

Thanks

Wilbert Jackson

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