From 4a9b1557fb955b39de5b7213799b1a2ec4b68a5a Mon Sep 17 00:00:00 2001
From: choukri <ayoub.chess1998@gmail.com>
Date: Wed, 9 Nov 2022 12:35:47 +0100
Subject: [PATCH] updaate mlp

---
 mlp.py               |  16 ++++++++++++----
 results/mlp_loss.png | Bin 15955 -> 17681 bytes
 2 files changed, 12 insertions(+), 4 deletions(-)

diff --git a/mlp.py b/mlp.py
index 4bc5295..3a8f212 100644
--- a/mlp.py
+++ b/mlp.py
@@ -166,6 +166,14 @@ def one_hot(array):
 # 12. learn_once_cross_entropy
 
 
+def compute_loss_entropy(target, Y):
+    from sklearn.metrics import log_loss
+
+    entropy_loss = log_loss(target, Y)
+
+    return entropy_loss
+
+
 def learn_once_cross_entropy(
     w1, w2, b1, b2, data_train, labels_train, learning_rate=0.00001
 ):
@@ -255,8 +263,8 @@ def learn_once_cross_entropy(
     )  # output of the output layer (sigmoid activation function)
     predictions = a2  # the predicted values are the outputs of the output layer
 
-    # Compute loss (MSE)
-    loss = np.mean(np.square(predictions - one_hot(labels_train)))
+    # Compute cross_entropy loss
+    loss = compute_loss_entropy(one_hot(labels_train), predictions)
     print(loss)
 
     return w1, w2, b1, b2, loss
@@ -371,8 +379,8 @@ def train_mlp(
         )  # output of the output layer (sigmoid activation function)
         predictions = a2  # the predicted values are the outputs of the output layer
 
-        # Compute loss (MSE)
-        loss = np.mean(np.square(predictions - one_hot(labels_train)))
+        # Compute cross_entropy loss
+        loss = compute_loss_entropy(one_hot(labels_train), predictions)
         losses.append(loss)
 
         # Compute accuracy
diff --git a/results/mlp_loss.png b/results/mlp_loss.png
index e81bd776d4f303e838b4b041587e92cef67ea894..cec90e53482a06848a8acd9551b73878f36d8d54 100644
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