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Predicting Neuron ADP to Synapse Conversion is a challenge alleviated with the application of machine learning models and Interpretation Techniques designed for the Rice University ELEC-578 Kaggle Neuron Synapse Prediction competition in partnership with the MICrONS Consortium.

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duli-eng/DD_SVkaggleCompNB

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Top Features Selected by XGBoost to Predict ADP to Synapse Conversion

Herein are the Interpretation Techniques and final Machine Learning model designed for the Rice University ELEC-578 Kaggle Neuron Synapse Prediction competition in partnership with Andreas Tolias Lab of the Baylor College of Medicine and participants of the MICrONS Consortium.

Screenshot 2023-12-09 at 10 07 45 PM

Getting Started

These instructions will give you a copy of the project up and running on your local machine for development and testing purposes.

Prerequisites

Requirements for the software.

Authors

Dominique Dulièpre, Sara Vanaki

Department of Electrical and Computer Engineering, Rice University

License

This project is licensed under the MIT License - see the LICENSE.md file for details

Acknowledgments

  • We express our gratitude for the generousity of the Neuroscientists and Members at the Andreas Tolias Lab of the Baylor College of Medicine and participants of the MICrONS Consortium. For this opportunity would not have been available whithout their arduous data reconstruction efforts.
  • We also extend this gratitude to Genevera Allen and the Teaching Assistants of ELEC-578 for fostering the collaboration to formulate a class project and competition out of the opportunity; which enriched the repertoire of the students and provided the Neuroscientists with invaluable inferences and information.

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Predicting Neuron ADP to Synapse Conversion is a challenge alleviated with the application of machine learning models and Interpretation Techniques designed for the Rice University ELEC-578 Kaggle Neuron Synapse Prediction competition in partnership with the MICrONS Consortium.

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