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 GIT binary patch literal 17681 zcmeAS@N?(olHy`uVBq!ia0y~yU{YpaVBE~X#=yYvcZqmD0|SF)iEBhjaDG}zd16s2 zgKuI<K~8>2PG*uqS!z*nW`3Tro{65ZjzUIBNkOrdzJ4xTfnI)5y8fAYF6S8-7&r?& zB8wRq_!B{xafSWzOa=y*I!_nJkcv5P?^f1?JiYt>|978ho=!%>o8Ak2lNAgQa9zcr z=eps}wjj}s5%~rY8~0!9x^;W4)cg6@u3hW87PTW^^HI@e4ZV&vi{3D8YMa~ABA}3> 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F2>=**rCR_1 -- GitLab