From 1bffddb5328d16b40c32978e4bdae35e31de1265 Mon Sep 17 00:00:00 2001
From: QuantumNovice <43876848+QuantumNovice@users.noreply.github.com>
Date: Mon, 2 Dec 2019 23:25:52 +0500
Subject: [PATCH 1/4] Added Multilayer Perceptron ( sklearn)

---
 machine_learning/MLPClassifier.py | 17 +++++++++++++++++
 1 file changed, 17 insertions(+)
 create mode 100644 machine_learning/MLPClassifier.py

diff --git a/machine_learning/MLPClassifier.py b/machine_learning/MLPClassifier.py
new file mode 100644
index 000000000000..df295df33b20
--- /dev/null
+++ b/machine_learning/MLPClassifier.py
@@ -0,0 +1,17 @@
+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)
+
+assert list(Y), [0, 0, 1]

From 395b0f86872979e4108c94106301518d4ed5226f Mon Sep 17 00:00:00 2001
From: QuantumNovice <43876848+QuantumNovice@users.noreply.github.com>
Date: Mon, 2 Dec 2019 23:35:33 +0500
Subject: [PATCH 2/4] Rename MLPClassifier.py to
 multilayer_preceptron_classifier.py

---
 .../{MLPClassifier.py => multilayer_preceptron_classifier.py}     | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename machine_learning/{MLPClassifier.py => multilayer_preceptron_classifier.py} (100%)

diff --git a/machine_learning/MLPClassifier.py b/machine_learning/multilayer_preceptron_classifier.py
similarity index 100%
rename from machine_learning/MLPClassifier.py
rename to machine_learning/multilayer_preceptron_classifier.py

From 2df7ec8398c3cd0b6cefca151d77bd7318ba69ff Mon Sep 17 00:00:00 2001
From: QuantumNovice <43876848+QuantumNovice@users.noreply.github.com>
Date: Mon, 2 Dec 2019 23:37:09 +0500
Subject: [PATCH 3/4] Rename multilayer_preceptron_classifier.py to
 multilayer_perceptron_classifier.py

---
 ...eceptron_classifier.py => multilayer_perceptron_classifier.py} | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename machine_learning/{multilayer_preceptron_classifier.py => multilayer_perceptron_classifier.py} (100%)

diff --git a/machine_learning/multilayer_preceptron_classifier.py b/machine_learning/multilayer_perceptron_classifier.py
similarity index 100%
rename from machine_learning/multilayer_preceptron_classifier.py
rename to machine_learning/multilayer_perceptron_classifier.py

From 2553e04a8d368a942134057feb74bba223a411d2 Mon Sep 17 00:00:00 2001
From: QuantumNovice <43876848+QuantumNovice@users.noreply.github.com>
Date: Mon, 2 Dec 2019 23:52:18 +0500
Subject: [PATCH 4/4] Update multilayer_perceptron_classifier.py

---
 .../multilayer_perceptron_classifier.py           | 15 ++++++++++++++-
 1 file changed, 14 insertions(+), 1 deletion(-)

diff --git a/machine_learning/multilayer_perceptron_classifier.py b/machine_learning/multilayer_perceptron_classifier.py
index df295df33b20..d78d2a9ed8eb 100644
--- a/machine_learning/multilayer_perceptron_classifier.py
+++ b/machine_learning/multilayer_perceptron_classifier.py
@@ -1,5 +1,6 @@
 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]
 
@@ -14,4 +15,16 @@
 test = [[0.0, 0.0], [0.0, 1.0], [1.0, 1.0]]
 Y = clf.predict(test)
 
-assert list(Y), [0, 0, 1]
+
+def wrapper(Y):
+    """
+    >>> wrapper(Y)
+    [0, 0, 1]
+    """
+    return list(Y)
+
+
+if __name__ == "__main__":
+    import doctest
+
+    doctest.testmod()