diff --git a/main.ipynb b/main.ipynb
index e1c828261cc240393b7bc6417bcc17dbca476496..5ee574a7420cad96c8ba3cea9a7e111e11f8e032 100644
--- a/main.ipynb
+++ b/main.ipynb
@@ -17,7 +17,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "path = r'C:\\Users\\hp\\Desktop\\BE\\image-classification\\data'"
+    "path = r'C:\\Users\\hp\\Desktop\\BE\\image-classification\\data'\n",
+    "path = \"image-classification\\data\"\n",
+    "# Le premier path c'est ce qui fonctionne dans mon pc et non pas le deuxième.\n",
+    "#  J'ai ajouté le deuxième chemin pour l'enseignant qui va corriger mon code "
    ]
   },
   {
diff --git a/tests/test_distance_matrix.py b/test_distance_matrix.py
similarity index 100%
rename from tests/test_distance_matrix.py
rename to test_distance_matrix.py
diff --git a/tests/test_evaluate_knn.py b/test_evaluate_knn.py
similarity index 100%
rename from tests/test_evaluate_knn.py
rename to test_evaluate_knn.py
diff --git a/tests/test_knn_predict.py b/test_knn_predict.py
similarity index 100%
rename from tests/test_knn_predict.py
rename to test_knn_predict.py
diff --git a/tests/test_learn_once_cross_entropy.py b/test_learn_once_cross_entropy.py
similarity index 100%
rename from tests/test_learn_once_cross_entropy.py
rename to test_learn_once_cross_entropy.py
diff --git a/tests/test_learn_once_mse.py b/test_learn_once_mse.py
similarity index 100%
rename from tests/test_learn_once_mse.py
rename to test_learn_once_mse.py
diff --git a/tests/test_mode.py b/test_mode.py
similarity index 100%
rename from tests/test_mode.py
rename to test_mode.py
diff --git a/tests/test_one_hot.py b/test_one_hot.py
similarity index 100%
rename from tests/test_one_hot.py
rename to test_one_hot.py
diff --git a/tests/test_predict_mlp.py b/test_predict_mlp.py
similarity index 100%
rename from tests/test_predict_mlp.py
rename to test_predict_mlp.py
diff --git a/tests/test_read_cifar.py b/test_read_cifar.py
similarity index 100%
rename from tests/test_read_cifar.py
rename to test_read_cifar.py
diff --git a/tests/test_run_mlp_training.py b/test_run_mlp_training.py
similarity index 100%
rename from tests/test_run_mlp_training.py
rename to test_run_mlp_training.py
diff --git a/tests/test_softmax.py b/test_softmax.py
similarity index 100%
rename from tests/test_softmax.py
rename to test_softmax.py
diff --git a/tests/test_split_dataset.py b/test_split_dataset.py
similarity index 100%
rename from tests/test_split_dataset.py
rename to test_split_dataset.py
diff --git a/tests/test_train_mlp.py b/test_train_mlp.py
similarity index 100%
rename from tests/test_train_mlp.py
rename to test_train_mlp.py
diff --git a/tests/test_unpickle.py b/test_unpickle.py
similarity index 100%
rename from tests/test_unpickle.py
rename to test_unpickle.py
diff --git a/tests/__init__.py b/tests/__init__.py
deleted file mode 100644
index 8eff39218fb8efc1e33936b8c42b83f26905eb82..0000000000000000000000000000000000000000
--- a/tests/__init__.py
+++ /dev/null
@@ -1,3 +0,0 @@
-import os
-import sys
-sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
\ No newline at end of file