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An-ANN-for-the-Iris-Dataset

Training and Validation of an Artificial Neural Network on the Fischer's Iris database (Fischer, 1936). This database is perhaps the best-known database to be found in the pattern recognition literature. The data set contains 3 classes of 50 instances each, where each class refers to a type of Iris plant. One class is linearly separable from the other two, whereas the latter are not linearly separable from each other.

The data base contains the following attributes:

• Sepal length in cm

• Sepal width in cm

• Petal length in cm

• Petal width in cm

• Class: 1. IRIS SETOSA 2. IRIS VERSICOLOUR 3. IRIS VIRGINICA

Covariance Matrix:

cov_matrix_iris

Training and Validation Loss:

image

Accuracy for the ANN:

new_accuracy

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Training and Validation of an Artificial Neural Network on the Fischer's Iris database (Fischer, 1936)

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