From 3644e96eb04176f6bc7ff16a0956a2cdda5bd34b Mon Sep 17 00:00:00 2001 From: Khalil <medkhalilbabay@gmail.com> Date: Thu, 30 Nov 2023 13:22:05 +0100 Subject: [PATCH] modifs des codes MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit rajouts des graphes des précisions le graphe de mlp est incorrect avec des valeurs >1 :((( encore à revoir --- knn.py | 5 +++-- mlp.py | 27 ++++++++++++++++----------- results/knn.png | Bin 0 -> 30964 bytes results/mpl.png | Bin 0 -> 26510 bytes 4 files changed, 19 insertions(+), 13 deletions(-) create mode 100644 results/knn.png create mode 100644 results/mpl.png diff --git a/knn.py b/knn.py index 584ff72..23f64f3 100644 --- a/knn.py +++ b/knn.py @@ -57,9 +57,10 @@ if __name__== '__main__': plt.plot(K,A) plt.title("Accuracy=f(k)") plt.xlabel("k") - plt.ylabel("Accuracy") + plt.ylabel("Accuracy") + plt.savefig('C:\\Users\\LENOVO\\Desktop\\deeplearning\\BE1 - Image Classification\\image-classification\\results') plt.show() - plt.savefig('results/knn.png') + #conclusion: diff --git a/mlp.py b/mlp.py index 4f55733..77dc772 100644 --- a/mlp.py +++ b/mlp.py @@ -45,6 +45,12 @@ def one_hot(A): #Q12 +#DEFinition de softmax de manière stable +def softmax(z): + exp_z = np.exp(z - np.max(z, axis=1, keepdims=True)) + return exp_z / np.sum(exp_z, axis=1, keepdims=True) + + def learn_once_cross_entropy(w1,b1,w2,b2,data,labels_train,learning_rate): N,_=np.shape(data) #encoding one hot labels @@ -54,7 +60,7 @@ def learn_once_cross_entropy(w1,b1,w2,b2,data,labels_train,learning_rate): z1 = np.matmul(a0, w1) + b1 # input of the hidden layer a1 = 1 / (1 + np.exp(-z1)) # output of the hidden layer (sigmoid activation function) z2 = np.matmul(a1, w2) + b2 # input of the output layer - a2 = np.exp(z2)/np.sum(z2) # output of the output layer (softmax activation function) + a2 = softmax(z2) # output of the output layer (softmax activation function) predictions = a2 # the predicted values are the outputs of the output layer # Compute loss (Binary X-entropy) @@ -84,7 +90,7 @@ def learn_once_cross_entropy(w1,b1,w2,b2,data,labels_train,learning_rate): def train_mlp(w1,b1,w2,b2,data_train,labels_train,learning_rate,num_epoch): #encoding one hot labels one_hot_labels = one_hot(labels_train) - N,_=np.shape(data) + N,_=np.shape(data_train) train_accuracies=[] for i in range(num_epoch): w1,b1,w2,b2, loss, predictions= learn_once_cross_entropy(w1,b1,w2,b2,data_train,labels_train,learning_rate) @@ -106,11 +112,11 @@ def test_mlp(w1,b1,w2,b2,data_test,labels_test): z1 = np.matmul(a0, w1) + b1 # input of the hidden layer a1 = 1 / (1 + np.exp(-z1)) # output of the hidden layer (sigmoid activation function) z2 = np.matmul(a1, w2) + b2 # input of the output layer - a2 = np.exp(z2)/np.sum(z2) # output of the output layer (softmax activation function) + a2 = softmax(z2) # output of the output layer (softmax activation function) predictions = a2 - N,_=np.shape(data) + N,_=np.shape(data_test) maxi=np.max(predictions,1) predictions_zeros_ones=np.floor(predictions/maxi[:, np.newaxis]).astype(int) A=np.sum(one_hot_labels==predictions_zeros_ones) @@ -151,14 +157,13 @@ if __name__== '__main__': train_accuracies, test_accuracy=run_mlp_training(data_train, labels_train, data_test, labels_test,d_h,learning_rate,num_epoch) train_accuracies.append(test_accuracy) print(train_accuracies) - K=list(range(1,num_epoch+1)) + K=list(range(num_epoch+1)) plt.plot(K,train_accuracies) - plt.title("Accuracy=f(k)") - plt.xlabel("k") - plt.ylabel("Accuracy") - plt.show() - plt.savefig('results/knn.png') - + plt.title("Accuracy=f(epoch)") + plt.xlabel("epoch") + plt.ylabel("Accuracy") + plt.savefig('C:\\Users\\LENOVO\\Desktop\\deeplearning\\BE1 - Image Classification\\image-classification\\results\\mpl.png') + plt.show() diff --git a/results/knn.png b/results/knn.png new file mode 100644 index 0000000000000000000000000000000000000000..8f10e2be9388a90b5dcb2719f3035192db69527e GIT binary patch literal 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