From 1d4a7f2b137f4051325b1d90119e14f78cdc9847 Mon Sep 17 00:00:00 2001
From: LordSomen <soumyajit637@gmail.com>
Date: Fri, 13 Jul 2018 14:08:20 +0530
Subject: [PATCH] simple svm implemented

---
 SVM/svm_model.py | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)
 create mode 100644 SVM/svm_model.py

diff --git a/SVM/svm_model.py b/SVM/svm_model.py
new file mode 100644
index 0000000..712d425
--- /dev/null
+++ b/SVM/svm_model.py
@@ -0,0 +1,22 @@
+#%%
+import numpy as np
+from sklearn import datasets
+from sklearn.pipeline import Pipeline
+from sklearn.preprocessing import StandardScaler
+from sklearn.svm import LinearSVC
+
+iris = datasets.load_iris()
+X = iris["data"][:,(2,3)]
+Y = (iris["target"]==2).astype(np.float64)
+Y
+
+#%%
+svm_clf = Pipeline((
+    ("scaler",StandardScaler()),
+    ("linear_svc",LinearSVC(C=1.0,loss='hinge')),
+    ))
+svm_clf
+#%%
+X_scaled  = StandardScaler(X)
+svm_clf.fit(X,Y)
+svm_clf.predict([[5.5,1.7]])
\ No newline at end of file