2 remaining layer architecture added

models.py

@@ -37,10 +37,29 @@ def model_architecture(c):
         model.add(Dense(num_classes, activation = 'softmax'))
 
     if c == 2:
-        pass
+        model.add(Conv1D(filters=64, kernel_size=3, activation='relu', input_shape=(30,1)))
+        model.add(Conv1D(filters=64, kernel_size=3, activation='relu'))
+        model.add(Dropout(0.5))
+        model.add(MaxPooling1D(pool_size=2))
+        model.add(Flatten())
+        model.add(Dense(100, activation='relu'))
+        model.add(Dense(num_classes, activation='softmax'))
 
     if c == 3:
-        pass
+        model.add(Conv1D(32, kernel_size = 3, activation='relu', input_shape=(30,1)))
+        model.add(Conv1D(32, 3, activation='relu'))
+        model.add(MaxPooling1D(pool_size=2))
+        model.add(Dropout(0.25))
+
+        model.add(Conv1D(64, 3, activation='relu'))
+        model.add(Conv1D(64, 3, activation='relu'))
+        model.add(MaxPooling1D(pool_size=2))
+        model.add(Dropout(0.25))
+
+        model.add(Flatten())
+        model.add(Dense(256, activation='relu'))
+        model.add(Dropout(0.5))
+        model.add(Dense(num_classes, activation='softmax'))
 
     return model