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Muticlass classification of Frog Species 🐸 using Deep Neural Networks in TensorFlow, based on their calls 🔉

msramalho.github.io/#feup-iart

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FEUP IART

Developed by Rostyslav Khoptiy and Miguel Sozinho Ramalho

Univeristy Subject - Artificial Intelligence (Inteligência Artificial)

Faculty of Engineering of University of Porto

2017/2018

Interesting features

Deep Neural Networks
Unbalanced classes
k-Fold Cross-Validation
Libraries: Tensorflow, Pandas, scikit-learn, matplotlib
Evaluation: confusion matrix, precision, recall, f-score, ...
Jupyter notebook

Example of Configuration Comparison

Example of Configuration Evaluation Metrics

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Muticlass classification of Frog Species 🐸 using Deep Neural Networks in TensorFlow, based on their calls 🔉

msramalho.github.io/#feup-iart

neural-network jupyter tensorflow artificial-intelligence feup mieic iart

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