diff --git a/__pycache__/mlp.cpython-311.pyc b/__pycache__/mlp.cpython-311.pyc
index bb937b794b6ea34fcb11112df2f42871158716af..3f1d1dee98f2c4ec76d557098197124c19112e8f 100644
Binary files a/__pycache__/mlp.cpython-311.pyc and b/__pycache__/mlp.cpython-311.pyc differ
diff --git a/main.py b/main.py
index 1f99474e688214777398c3c9261b49762df54245..87edc61aecde21d28ab261121ab897d2310662d1 100644
--- a/main.py
+++ b/main.py
@@ -1,10 +1,10 @@
 from read_cifar import *
 from mlp import *
-from knn import *
+#from knn import *
 
 path = r'C:\Users\hp\Desktop\BE\image-classification\data'
 
-
+'''
 if __name__ == "__main__":
     split_factor = 0.9
     X, y = read_cifar(path)
@@ -18,7 +18,7 @@ if __name__ == "__main__":
 
 
 
-
+'''
 if __name__ == "__main__":
     split_factor = 0.9
     data, labels = read_cifar(path)
@@ -26,7 +26,7 @@ if __name__ == "__main__":
     data_train, data_test = data_train/255.0, data_test/255.0
     # parameters of the MLP :
     d_h = 64
-    learning_rate = 0.9
+    learning_rate = 0.1
     num_epoch = 100
     
     train_accuracies, test_accuracy = run_mlp_training(data_train, labels_train, data_test,
diff --git a/mlp.py b/mlp.py
index 183beef2c9e6e727f814c260ac047357ed0837b3..6edf22091bb205df40fabb93a49831355b4a85c7 100644
--- a/mlp.py
+++ b/mlp.py
@@ -173,4 +173,4 @@ def plot_accuracy_versus_epoch(accuracies):
     plt.xlabel("Epochs")
     plt.ylabel("Accuracy")
     plt.grid(axis='both', which='both')
-    plt.savefig(r'C:\Users\hp\Desktop\BE\image-classification\resultats\mlp.png')
\ No newline at end of file
+    plt.savefig(r'C:\Users\hp\Desktop\BE\image-classification\resultats\mlp1.png')
\ No newline at end of file
diff --git a/resultats/mlp.png b/resultats/mlp.png
deleted file mode 100644
index c9cd4d59f9330fd1e902560bc908bbf8b114ef25..0000000000000000000000000000000000000000
Binary files a/resultats/mlp.png and /dev/null differ
diff --git a/resultats/mlp1.png b/resultats/mlp1.png
new file mode 100644
index 0000000000000000000000000000000000000000..b53810071fa622dd174502941987192ef598e93b
Binary files /dev/null and b/resultats/mlp1.png differ