From caad74466aaa6a98465e10bd7adf828482d2de63 Mon Sep 17 00:00:00 2001 From: QuantumNovice <43876848+QuantumNovice@users.noreply.github.com> Date: Tue, 3 Dec 2019 16:17:42 +0500 Subject: [PATCH] Added Multilayer Perceptron (sklearn) (#1609) * Added Multilayer Perceptron ( sklearn) * Rename MLPClassifier.py to multilayer_preceptron_classifier.py * Rename multilayer_preceptron_classifier.py to multilayer_perceptron_classifier.py * Update multilayer_perceptron_classifier.py --- .../multilayer_perceptron_classifier.py | 30 +++++++++++++++++++ 1 file changed, 30 insertions(+) create mode 100644 machine_learning/multilayer_perceptron_classifier.py diff --git a/machine_learning/multilayer_perceptron_classifier.py b/machine_learning/multilayer_perceptron_classifier.py new file mode 100644 index 000000000..d78d2a9ed --- /dev/null +++ b/machine_learning/multilayer_perceptron_classifier.py @@ -0,0 +1,30 @@ +from sklearn.neural_network import MLPClassifier + + +X = [[0.0, 0.0], [1.0, 1.0], [1.0, 0.0], [0.0, 1.0]] +y = [0, 1, 0, 0] + + +clf = MLPClassifier( + solver="lbfgs", alpha=1e-5, hidden_layer_sizes=(5, 2), random_state=1 +) + +clf.fit(X, y) + + +test = [[0.0, 0.0], [0.0, 1.0], [1.0, 1.0]] +Y = clf.predict(test) + + +def wrapper(Y): + """ + >>> wrapper(Y) + [0, 0, 1] + """ + return list(Y) + + +if __name__ == "__main__": + import doctest + + doctest.testmod()