From: Jérôme Benoit <jerome.benoit@piment-noir.org>
Date: Tue, 13 Nov 2018 20:46:59 +0000 (+0100)
Subject: Add TP1 exo2 implementation (question 1).
X-Git-Url: https://git.piment-noir.org/?p=TP_AA.git;a=commitdiff_plain;h=7761b8335d3b0f141697ea48ab1c39a1b644880a;hp=5b0cb811ca7760eafcb3bae2de43ccb57690e848

Add TP1 exo2 implementation (question 1).

Signed-off-by: Jérôme Benoit <jerome.benoit@piment-noir.org>
---

diff --git a/TP1/exo2/TP1prog2.py b/TP1/exo2/TP1prog2.py
new file mode 100755
index 0000000..7808974
--- /dev/null
+++ b/TP1/exo2/TP1prog2.py
@@ -0,0 +1,24 @@
+#!/usr/bin/env python3
+
+# -*- coding: utf-8 -*-
+from sklearn import neighbors
+from sklearn.datasets import load_iris
+irisData = load_iris()
+
+X = irisData.data
+Y = irisData.target
+
+colors = ["red", "green", "blue"]
+
+nb_voisins = 15
+clf = neighbors.KNeighborsClassifier(nb_voisins)
+clf.fit(X, Y)
+print("kNN prediction on [5.4, 3.2, 1.6, 0.4]:")
+print(clf.predict([[5.4, 3.2, 1.6, 0.4]]))
+print("kNN probability prediction on [5.4, 3.2, 1.6, 0.4]:")
+print(clf.predict_proba([[5.4, 3.2, 1.6, 0.4]]))
+print("kNN score on Iris data:")
+print(clf.score(X, Y))
+print("kNN prediction error(s) on Iris data:")
+Z = clf.predict(X)
+print(X[Z != Y])