diff --git a/main.py b/main.py
index 278ec82..5e06b37 100644
--- a/main.py
+++ b/main.py
@@ -2,7 +2,7 @@ import secrets
 import sys
 
 from src.decisionTree import *
-from src.plateRecognition import *
+from src.SubprojectMaksymilianKierski.PlateRecognition import *
 
 if __name__ == "__main__":
     # SETUP
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diff --git a/src/SubprojectMaksymilianKierski/PlateRecognition.py b/src/SubprojectMaksymilianKierski/PlateRecognition.py
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--- /dev/null
+++ b/src/SubprojectMaksymilianKierski/PlateRecognition.py
@@ -0,0 +1,136 @@
+# For creating data
+import numpy as np  # to do various array operations
+import matplotlib.pyplot as plt  # show the images
+import os  # to iterate through directories
+import cv2  # to do some image operations
+import random  # use to shuffle the data for equal learning
+import pickle
+
+# For creating model
+import tensorflow as tf
+from tensorflow.keras.models import Sequential  # to use sequential model
+from tensorflow.keras.layers import Dense, Dropout, Activation, Flatten, Conv2D, \
+    MaxPooling2D  # elements which we need to creat our layers
+
+# For analysing model
+from tensorflow.keras.callbacks import TensorBoard  # tensorboard to analysing our models in period of time
+import time
+
+DATADIR = './Data/LearnData'
+CATEGORIES = ['Full', 'Empty']
+IMG_SIZE = 70  # specify on which size we want to transform the photos for example 50x50px
+NAME = 'plate-cnn-64x2-{}'.format(int(time.time()))
+
+tenserboard = TensorBoard(log_dir='./logs/{}'.format(NAME))  # initialize tensorboard
+
+training_data = []
+X = []  # feature set
+y = []  # label set
+
+
+def create_training_data():
+    for category in CATEGORIES:
+        path = os.path.join(DATADIR, category)  # path to plate images dir
+        class_num = CATEGORIES.index(category)  # classification 0 is a Full 1 is a empty
+        for img in os.listdir(path):  # loop over all photos in dir
+            try:  # try read photo, when error just pass
+                img_array = cv2.imread(os.path.join(path, img),
+                                       cv2.IMREAD_GRAYSCALE)  # read all photo in grey scale cuz rgb data is three times the size of gray scale and color is not as that essential in this specific plate recognition task
+                new_array = cv2.resize(img_array, (IMG_SIZE, IMG_SIZE))  # resize all photos
+                training_data.append(
+                    [new_array, class_num])  # append our training data with matrix img_size and classification
+            except Exception as e:
+                pass
+    # Shuffle data for an equal learning
+    random.shuffle(training_data)
+
+
+def pack_dataset():
+    # pack data to the variables, which we are going to use, right before we feed it into our neural network
+    for features, label in training_data:
+        X.append(features)
+        y.append(label)
+
+    # we cant pass a list to the neural network (how many features, dimensions, and rgb scale, 1 cuz is grey, 3-rgb)
+
+    return np.array(X).reshape(-1, IMG_SIZE, IMG_SIZE, 1)
+
+
+# Saving the data set
+def save_dataset():
+    create_training_data()
+    X = pack_dataset()
+    pickle_out = open('X.pickle', 'wb')
+    pickle.dump(X, pickle_out)
+    pickle_out.close()
+
+    pickle_out = open('y.pickle', 'wb')
+    pickle.dump(y, pickle_out)
+    pickle_out.close()
+
+
+def load_dataset():
+    pickle_in = open('X.pickle', 'rb')
+    X = pickle.load(pickle_in)
+
+    pickle_in = open('y.pickle', 'rb')
+    y = pickle.load(pickle_in)
+
+    return X, y
+
+
+def creat_model():
+    X = load_dataset()[0]
+    y = load_dataset()[1]
+    y = np.array(y)
+
+    # normalize data cuz it's a imagery data so min value is 0 and max 255 and now we have <0:1>
+    X = X / 255.0
+
+    model = Sequential()  # initialize our model as a Sequential model
+
+    model.add(Conv2D(64, (3, 3),
+                     input_shape=X.shape[
+                                 1:]))  # first convolution layer 64 neurons (filters cuz it a convolutional layer), checking 3px on 3px, of 50px 50px grey img
+    model.add(Activation('relu'))  # relu activation function
+    model.add(MaxPooling2D(pool_size=(2, 2)))  # max pooling on 2px on 2px conv2 layer to get the max value
+
+    model.add(Conv2D(64, (3, 3)))  # here we dont have to specify the input because our input is from prev hidden layer
+    model.add(Activation('relu'))
+    model.add(MaxPooling2D(pool_size=(2, 2)))
+
+    model.add(Flatten())  # converts our 3D feature maps to 1D feature vectors
+
+    model.add(Dense(1))  # output layer 1 output
+    model.add(Activation('sigmoid'))  # s-hape in rage 0 : 1 we want to this output in this range
+
+    model.compile(loss='binary_crossentropy',
+                  optimizer='adam',
+                  metrics=['accuracy'],
+                  )
+
+    model.fit(X, y, batch_size=32, epochs=10, validation_split=0.1, callbacks=[tenserboard])
+
+    model.save('plate-64x2-cnn.model')
+
+
+def use_model_to_predict(name):
+    # CATEGORIES  # The same which in model
+    # IMG_SIZE # The same which in model
+    def prepare(filepath):
+        img_array = cv2.imread(filepath, cv2.IMREAD_GRAYSCALE)
+        new_array = cv2.resize(img_array, (IMG_SIZE, IMG_SIZE))  # The same which in model
+        plt.imshow(new_array, cmap=plt.cm.binary)
+        plt.show()
+        return new_array.reshape(-1, IMG_SIZE, IMG_SIZE, 1)
+
+    model = tf.keras.models.load_model('plate-64x2-cnn.model')
+    prediction = model.predict([prepare('./Data/TestData/' + name + '.jpg')])
+
+    print(CATEGORIES[int(prediction[0][0])])
+    print(prediction)
+
+
+# save_dataset()
+use_model_to_predict('')
+# creat_model()
diff --git a/src/plateRecognition.py b/src/plateRecognition.py
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