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A Neural Network project for Machine Learning class in UFRGS (Federal University of Rio Grande Do Sul)

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FlexNet

A neural network with flexible parameters - number of layers, number of neurons, regularization lambda value etc.

Data

Flexnet uses data from several sources to induce different models.

Haberman’s Survival Data Set

https://archive.ics.uci.edu/ml/datasets/Haberman%27s+Survival

Wine Data Set

https://archive.ics.uci.edu/ml/datasets/wine

Contraceptive Method Choice

https://archive.ics.uci.edu/ml/datasets/Contraceptive+Method+Choice

Breast Cancer Wisconsin (32 atributos, 569 exemplos, 2 classes)

https://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+(Diagnostic)

Evaluation

Flexnet measures accuracy and other quality indicators with cross validation, selecting the best models among the a pool of differently parameterized networks.

Why?

This is a project for UFRGS's (Univerdade Federal do Rio Grande do Sul) subject Neural Networks and Fuzzy Systems, of the Computer Engineering degree.

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A Neural Network project for Machine Learning class in UFRGS (Federal University of Rio Grande Do Sul)

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