Grid KNN Model Saved

kartik2112 · Feb 18, 2018 · de6c97e · de6c97e
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diff --git a/.gitattributes b/.gitattributes
@@ -1 +1,2 @@
 training-images.zip filter=lfs diff=lfs merge=lfs -text
+*.csv filter=lfs diff=lfs merge=lfs -text
diff --git a/CCDC-Data/training-images/Digits/0/Right_Hand/Normal/data.csv b/CCDC-Data/training-images/Digits/0/Right_Hand/Normal/data.csv
diff --git a/CCDC-Data/training-images/Digits/0/data.csv b/CCDC-Data/training-images/Digits/0/data.csv
diff --git a/CCDC-Data/training-images/Digits/1/Right_Hand/Rotated/data.csv b/CCDC-Data/training-images/Digits/1/Right_Hand/Rotated/data.csv
diff --git a/CCDC-Data/training-images/Digits/1/data.csv b/CCDC-Data/training-images/Digits/1/data.csv
diff --git a/CCDC-Data/training-images/Digits/2/Right_Hand/Normal/data.csv b/CCDC-Data/training-images/Digits/2/Right_Hand/Normal/data.csv
diff --git a/CCDC-Data/training-images/Digits/2/Right_Hand/Rotated/data.csv b/CCDC-Data/training-images/Digits/2/Right_Hand/Rotated/data.csv
diff --git a/CCDC-Data/training-images/Digits/2/data.csv b/CCDC-Data/training-images/Digits/2/data.csv
diff --git a/CCDC-Data/training-images/Digits/3/Right_Hand/Normal/data.csv b/CCDC-Data/training-images/Digits/3/Right_Hand/Normal/data.csv
diff --git a/CCDC-Data/training-images/Digits/3/Right_Hand/Rotated/data.csv b/CCDC-Data/training-images/Digits/3/Right_Hand/Rotated/data.csv
diff --git a/CCDC-Data/training-images/Digits/3/data.csv b/CCDC-Data/training-images/Digits/3/data.csv
diff --git a/CCDC-Data/training-images/Digits/4/Right_Hand/Normal/data.csv b/CCDC-Data/training-images/Digits/4/Right_Hand/Normal/data.csv
diff --git a/CCDC-Data/training-images/Digits/4/Right_Hand/Rotated/data.csv b/CCDC-Data/training-images/Digits/4/Right_Hand/Rotated/data.csv
diff --git a/CCDC-Data/training-images/Digits/4/data.csv b/CCDC-Data/training-images/Digits/4/data.csv
diff --git a/CCDC-Data/training-images/Digits/5/Right_Hand/Normal/data.csv b/CCDC-Data/training-images/Digits/5/Right_Hand/Normal/data.csv
diff --git a/CCDC-Data/training-images/Digits/5/Right_Hand/Rotated/data.csv b/CCDC-Data/training-images/Digits/5/Right_Hand/Rotated/data.csv
diff --git a/CCDC-Data/training-images/Digits/5/data.csv b/CCDC-Data/training-images/Digits/5/data.csv
diff --git a/CCDC-Data/training-images/Digits/6/Right_Hand/Normal/data.csv b/CCDC-Data/training-images/Digits/6/Right_Hand/Normal/data.csv
diff --git a/CCDC-Data/training-images/Digits/6/data.csv b/CCDC-Data/training-images/Digits/6/data.csv
diff --git a/CCDC-Data/training-images/Digits/7/Right_Hand/Normal/data.csv b/CCDC-Data/training-images/Digits/7/Right_Hand/Normal/data.csv
diff --git a/CCDC-Data/training-images/Digits/7/data.csv b/CCDC-Data/training-images/Digits/7/data.csv
diff --git a/CCDC-Data/training-images/Digits/8/Right_Hand/Normal/data.csv b/CCDC-Data/training-images/Digits/8/Right_Hand/Normal/data.csv
diff --git a/CCDC-Data/training-images/Digits/8/data.csv b/CCDC-Data/training-images/Digits/8/data.csv
diff --git a/CCDC-Data/training-images/Digits/9/Right_Hand/Normal/data.csv b/CCDC-Data/training-images/Digits/9/Right_Hand/Normal/data.csv
diff --git a/CCDC-Data/training-images/Digits/9/data.csv b/CCDC-Data/training-images/Digits/9/data.csv
diff --git a/CCDC-Data/training-images/Letters/a/data.csv b/CCDC-Data/training-images/Letters/a/data.csv
diff --git a/CCDC-Data/training-images/Letters/b/data.csv b/CCDC-Data/training-images/Letters/b/data.csv
diff --git a/CCDC-Data/training-images/Letters/c/data.csv b/CCDC-Data/training-images/Letters/c/data.csv
diff --git a/CCDC-Data/training-images/Letters/d/data.csv b/CCDC-Data/training-images/Letters/d/data.csv
diff --git a/CCDC-Data/training-images/Letters/e/data.csv b/CCDC-Data/training-images/Letters/e/data.csv
diff --git a/CCDC-Data/training-images/Letters/f/data.csv b/CCDC-Data/training-images/Letters/f/data.csv
diff --git a/CCDC-Data/training-images/Letters/g/data.csv b/CCDC-Data/training-images/Letters/g/data.csv
diff --git a/CCDC-Data/training-images/Letters/i/data.csv b/CCDC-Data/training-images/Letters/i/data.csv
diff --git a/CCDC-Data/training-images/Letters/k/data.csv b/CCDC-Data/training-images/Letters/k/data.csv
diff --git a/CCDC-Data/training-images/Letters/l/data.csv b/CCDC-Data/training-images/Letters/l/data.csv
diff --git a/CCDC-Data/training-images/Letters/m/data.csv b/CCDC-Data/training-images/Letters/m/data.csv
diff --git a/CCDC-Data/training-images/Letters/n/data.csv b/CCDC-Data/training-images/Letters/n/data.csv
diff --git a/CCDC-Data/training-images/Letters/o/data.csv b/CCDC-Data/training-images/Letters/o/data.csv
diff --git a/CCDC-Data/training-images/Letters/p/data.csv b/CCDC-Data/training-images/Letters/p/data.csv
diff --git a/CCDC-Data/training-images/Letters/q/data.csv b/CCDC-Data/training-images/Letters/q/data.csv
diff --git a/CCDC-Data/training-images/Letters/r/data.csv b/CCDC-Data/training-images/Letters/r/data.csv
diff --git a/CCDC-Data/training-images/Letters/s/data.csv b/CCDC-Data/training-images/Letters/s/data.csv
diff --git a/CCDC-Data/training-images/Letters/t/data.csv b/CCDC-Data/training-images/Letters/t/data.csv
diff --git a/CCDC-Data/training-images/Letters/u/data.csv b/CCDC-Data/training-images/Letters/u/data.csv
diff --git a/CCDC-Data/training-images/Letters/w/data.csv b/CCDC-Data/training-images/Letters/w/data.csv
diff --git a/CCDC-Data/training-images/Letters/x/data.csv b/CCDC-Data/training-images/Letters/x/data.csv
diff --git a/CCDC-Data/training-images/Letters/y/data.csv b/CCDC-Data/training-images/Letters/y/data.csv
diff --git a/CCDC-Data/training-images/Letters/z/data.csv b/CCDC-Data/training-images/Letters/z/data.csv
diff --git a/Hand sign classification/Test cases.csv b/Hand sign classification/Test cases.csv
diff --git a/Hand sign classification/data.csv b/Hand sign classification/data.csv
diff --git a/Hand sign classification/new_data.csv b/Hand sign classification/new_data.csv
diff --git a/Jugaad/createModel.py b/Jugaad/createModel.py
@@ -0,0 +1,16 @@
+import pandas as pd
+from sklearn.model_selection import train_test_split as tts
+from sklearn.metrics import confusion_matrix
+from sklearn.neighbors import KNeighborsClassifier
+import pickle
+
+data = pd.read_csv('new_data.csv')
+
+X = data[['f'+str(i) for i in range(400)]].values
+Y = data['label'].values
+
+classifier = KNeighborsClassifier(n_neighbors=3)
+classifier.fit(X, Y)
+
+pickle.dump(classifier, open('KNN_Grid_ModelDump.sav','wb'))
+print("Model saved as 'KNN_Grid_ModelDump.sav'")
diff --git a/Jugaad/detectSign_SK.py b/Jugaad/detectSign_SK.py
@@ -6,14 +6,10 @@
 from sklearn.model_selection import train_test_split as tts
 from sklearn.metrics import confusion_matrix
 from sklearn.neighbors import KNeighborsClassifier
+import pickle
 
-data = pd.read_csv('new_data.csv')
-
-X = data[['f'+str(i) for i in range(400)]].values
-Y = data['label'].values
-
-classifier = KNeighborsClassifier(n_neighbors=3)
-classifier.fit(X, Y)
+classifier = pickle.load(open('KNNModelDump.sav','rb'))
+print("Loaded KNN Model")
 
 grid = (20,20)
 

diff --git a/Jugaad/new_data.csv b/Jugaad/new_data.csv
Original file line number	Diff line number	Diff line change
		@@ -1 +1,2 @@
		training-images.zip filter=lfs diff=lfs merge=lfs -text
		*.csv filter=lfs diff=lfs merge=lfs -text