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diff --git a/requirements.txt b/requirements.txt
index ad7822186..f42ab3aca 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,3 +1,4 @@
 setuptools
 scikit-learn
 matplotlib
+tensorflow
diff --git a/test-preprocessed2.csv b/test-preprocessed2.csv
new file mode 100644
index 000000000..fb279d6af
--- /dev/null
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diff --git a/train.py b/train.py
index f44634667..1bc605259 100644
--- a/train.py
+++ b/train.py
@@ -1,28 +1,100 @@
-from sklearn.ensemble import RandomForestClassifier
-from sklearn.metrics import ConfusionMatrixDisplay
-import matplotlib.pyplot as plt
-import json
 import os
+import pandas as pd
+import tensorflow as tf
+from tensorflow.keras.preprocessing.image import ImageDataGenerator
 import numpy as np
+import seaborn as sns
+from sklearn.metrics import confusion_matrix
+import matplotlib.pyplot as plt
+
+# folder path
+train_path = r'output/train'
+test_path = r'output/test'
+
+# list to store files
+res_train = []
+res_test = []
+
+
+train2_df = pd.read_csv('train-preprocessed2.csv')
+test2_df = pd.read_csv('test-preprocessed2.csv')
+
+
+# Data augmentation dan preprocessing untuk training
+train_datagen = ImageDataGenerator(
+    rescale=1./255,  # Normalisasi pixel
+    rotation_range=40,  # Rotasi acak
+    width_shift_range=0.2,  # Pergeseran horizontal
+    height_shift_range=0.2,  # Pergeseran vertikal
+    shear_range=0.2,  # Shearing
+    zoom_range=0.2,  # Zoom
+    horizontal_flip=True,  # Pembalikan horizontal
+    fill_mode='nearest'  # Metode pengisian piksel kosong
+)
+
+# Data augmentation dan preprocessing untuk testing
+test_datagen = ImageDataGenerator(rescale=1./255)  # Normalisasi pixel saja untuk testing
+
+# Flow dari dataframe untuk training
+train_generator = train_datagen.flow_from_dataframe(
+    dataframe=train2_df,
+    x_col='path',
+    y_col='class',
+    target_size=(256, 256),
+    batch_size=32,
+    class_mode='categorical',
+    shuffle=True
+)
 
-# Read in data
-X_train = np.genfromtxt("data/train_features.csv")
-y_train = np.genfromtxt("data/train_labels.csv")
-X_test = np.genfromtxt("data/test_features.csv")
-y_test = np.genfromtxt("data/test_labels.csv")
-
-# Fit a model
-depth = 5
-clf = RandomForestClassifier(max_depth=depth)
-clf.fit(X_train, y_train)
-
-acc = clf.score(X_test, y_test)
-print(acc)
-with open("metrics.txt", "w") as outfile:
-    outfile.write("Accuracy: " + str(acc) + "\n")
-
-# Plot it
-disp = ConfusionMatrixDisplay.from_estimator(
-    clf, X_test, y_test, normalize="true", cmap=plt.cm.Blues
+# Flow dari dataframe untuk testing
+test_generator = test_datagen.flow_from_dataframe(
+    dataframe=test2_df,
+    x_col='path',
+    y_col='class',
+    target_size=(256, 256),
+    batch_size=32,
+    class_mode='categorical',
+    shuffle=False  # Tidak perlu shuffle data test
 )
-plt.savefig("plot.png")
+
+# model CNN sederhana
+model = tf.keras.Sequential([
+    tf.keras.applications.ResNet50(include_top=False, input_shape=(256, 256, 3), pooling='avg'),
+    tf.keras.layers.Flatten(),
+    tf.keras.layers.Dense(128, activation='relu'),
+    tf.keras.layers.Dense(len(train_generator.class_indices), activation='softmax')
+])
+
+model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])
+
+# Melatih model
+model.fit(
+    train_generator,
+    epochs=10,
+    validation_data=test_generator
+)
+
+predictions = model.predict(test_generator, steps=len(test_generator), verbose=1)
+predicted_classes = np.argmax(predictions, axis=1)
+true_classes = test_generator.classes
+class_labels = list(test_generator.class_indices.keys())
+
+# Hitung confusion matrix
+cm = confusion_matrix(true_classes, predicted_classes)
+
+# Plot confusion matrix
+plt.figure(figsize=(10, 7))
+sns.heatmap(cm, annot=True, fmt='d', cmap='Blues', 
+            xticklabels=class_labels,
+            yticklabels=class_labels)
+plt.xlabel('Predicted Label')
+plt.ylabel('True Label')
+plt.title('Confusion Matrix')
+plt.show()
+
+
+# Evaluasi model pada data test
+test_loss, test_acc = model.evaluate(test_generator)
+print(f"Test accuracy: {test_acc}")
+
+