diff --git a/.gitignore b/.gitignore
index 708bba6ee1ff7e21644ef4a18c646cf19711ca8f..f1b333689d1a4d1d36bc6afa6fe2603dd12989f8 100644
--- a/.gitignore
+++ b/.gitignore
@@ -158,4 +158,4024 @@ cython_debug/
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 #.idea/
-data
\ No newline at end of file
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diff --git a/mlp.py b/mlp.py
index e8d07654fa574e8802640f4f821f966a4a860261..6bde36a3d52c6f99343e2dc6e24af76780f7ba27 100644
--- a/mlp.py
+++ b/mlp.py
@@ -1,3 +1,4 @@
+from matplotlib import pyplot as plt
 import numpy as np
 
 import read_cifar
@@ -242,48 +243,52 @@ def run_mlp_training(data_train, labels_train, data_test, labels_test, learning_
 
 
 if __name__ == "__main__":
-    N = 30  # number of input data
-    d_in = 3  # input dimension
-    d_h = 3  # number of neurons in the hidden layer
-    d_out = 2  # output dimension (number of neurons of the output layer)
+    # N = 30  # number of input data
+    # d_in = 3  # input dimension
+    # d_h = 3  # number of neurons in the hidden layer
+    # d_out = 2  # output dimension (number of neurons of the output layer)
 
-    # Random initialization of the network weights and biaises
-    w1 = 2 * np.random.rand(d_in, d_h) - 1  # first layer weights
-    b1 = np.zeros((1, d_h))  # first layer biaises
-    w2 = 2 * np.random.rand(d_h, d_out) - 1  # second layer weights
-    b2 = np.zeros((1, d_out))  # second layer biaises
+    # # Random initialization of the network weights and biaises
+    # w1 = 2 * np.random.rand(d_in, d_h) - 1  # first layer weights
+    # b1 = np.zeros((1, d_h))  # first layer biaises
+    # w2 = 2 * np.random.rand(d_h, d_out) - 1  # second layer weights
+    # b2 = np.zeros((1, d_out))  # second layer biaises
 
-    data = np.random.rand(N, d_in)  # create a random data
-    targets = np.random.rand(N, d_out)  # create a random targets
+    # data = np.random.rand(N, d_in)  # create a random data
+    # targets = np.random.rand(N, d_out)  # create a random targets
 
-    for i in range(100):
-        w1, b1, w2, b2, loss = learn_once_mse(
-            w1, b1, w2, b2, data, targets, 0.1)
-        print(loss)
+    # for i in range(100):
+    #     w1, b1, w2, b2, loss = learn_once_mse(
+    #         w1, b1, w2, b2, data, targets, 0.1)
+    #     print(loss)
 
-    print(one_hot(np.array([9, 1, 3, 0, 6, 5, 2, 7, 8, 4])))
+    # print(one_hot(np.array([9, 1, 3, 0, 6, 5, 2, 7, 8, 4])))
 
-    N = 30  # number of input data
-    d_in = 3  # input dimension
-    d_h = 3  # number of neurons in the hidden layer
-    d_out = 5  # output dimension (number of neurons of the output layer)
+    # N = 30  # number of input data
+    # d_in = 3  # input dimension
+    # d_h = 3  # number of neurons in the hidden layer
+    # d_out = 5  # output dimension (number of neurons of the output layer)
 
-    w1 = 2 * np.random.rand(d_in, d_h) - 1  # first layer weights
-    b1 = np.zeros((1, d_h))  # first layer biaises
-    w2 = 2 * np.random.rand(d_h, d_out) - 1  # second layer weights
-    b2 = np.zeros((1, d_out))  # second layer biaises
+    # w1 = 2 * np.random.rand(d_in, d_h) - 1  # first layer weights
+    # b1 = np.zeros((1, d_h))  # first layer biaises
+    # w2 = 2 * np.random.rand(d_h, d_out) - 1  # second layer weights
+    # b2 = np.zeros((1, d_out))  # second layer biaises
 
-    data = np.random.rand(N, d_in)  # create a random data
-    targets = np.random.randint(1, d_out, N)  # create a random targets
+    # data = np.random.rand(N, d_in)  # create a random data
+    # targets = np.random.randint(1, d_out, N)  # create a random targets
 
-    for i in range(100):
-        w1, b1, w2, b2, loss = learn_once_cross_entropy(
-            w1, b1, w2, b2, data, targets, 0.1)
-        print(loss)
+    # for i in range(100):
+    #     w1, b1, w2, b2, loss = learn_once_cross_entropy(
+    #         w1, b1, w2, b2, data, targets, 0.1)
+    #     print(loss)
 
     data, labels = read_cifar.read_cifar("data/cifar-10-batches-py/")
     data_train, labels_train, data_test, labels_test = read_cifar.split_dataset(
         data, labels, 0.8)
     w1, b1, w2, b2, acc = run_mlp_training(
-        data_train, labels_train, data_test, labels_test, 0.1, 100)
+        data_train, labels_train, data_test, labels_test, 0.01, 100)
     print(acc)
+    fig = plt.figure()
+    plt.plot(acc)
+    fig.savefig("results/acc.png")
+    plt.show()
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