From ef4c73acc4eef83afc947176b0fb0e2f23895b7b Mon Sep 17 00:00:00 2001 From: Khalil <medkhalilbabay@gmail.com> Date: Thu, 30 Nov 2023 14:38:59 +0100 Subject: [PATCH] commit --- knn.py | 2 +- mlp.py | 21 +++++++++++++-------- results/mpl.png | Bin 26510 -> 21004 bytes 3 files changed, 14 insertions(+), 9 deletions(-) diff --git a/knn.py b/knn.py index 23f64f3..1dc2048 100644 --- a/knn.py +++ b/knn.py @@ -58,7 +58,7 @@ if __name__== '__main__': plt.title("Accuracy=f(k)") plt.xlabel("k") plt.ylabel("Accuracy") - plt.savefig('C:\\Users\\LENOVO\\Desktop\\deeplearning\\BE1 - Image Classification\\image-classification\\results') + plt.savefig('C:\\Users\\LENOVO\\Desktop\\deeplearning\\BE1 - Image Classification\\image-classification\\results\\knn.png') plt.show() diff --git a/mlp.py b/mlp.py index 77dc772..cf89295 100644 --- a/mlp.py +++ b/mlp.py @@ -9,7 +9,7 @@ def learn_once_mse(w1,b1,w2,b2,data,targets,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 = 1 / (1 + np.exp(-z2)) # output of the output layer (sigmoid activation function) predictions = a2 # the predicted values are the outputs of the output layer # Compute loss (MSE) @@ -64,17 +64,17 @@ def learn_once_cross_entropy(w1,b1,w2,b2,data,labels_train,learning_rate): predictions = a2 # the predicted values are the outputs of the output layer # Compute loss (Binary X-entropy) - loss = - np.sum(one_hot_labels*np.log(predictions)+(1-one_hot_labels)*np.log(1-predictions))/N + loss = - np.sum(one_hot_labels*np.log(predictions)+(1-one_hot_labels)*np.log(1-predictions)) # Backward pass dz2= a2-one_hot_labels - dw2=np.dot(np.transpose(a1),dz2) + dw2=np.dot(np.transpose(a1),dz2)/N db2=dz2 da1=np.dot(dz2,np.transpose(w2)) dz1=da1*a1*(1-a1) - dw1=np.dot(np.transpose(a0),dz1) + dw1=np.dot(np.transpose(a0),dz1)/N db1=dz1 w1 -=learning_rate*dw1 @@ -88,17 +88,19 @@ def learn_once_cross_entropy(w1,b1,w2,b2,data,labels_train,learning_rate): #Q13 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) + + one_hot_labels = one_hot(labels_train)#encoding one hot labels 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) # predictions is a matrix of probabilities, we need to put one for the biggest propobility for each indivual 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) + A=np.sum(np.all(one_hot_labels==predictions_zeros_ones,axis=1)) train_accuracies.append(A/N) + print(i,A/N) return w1,b1,w2,b2, train_accuracies @@ -119,9 +121,12 @@ def test_mlp(w1,b1,w2,b2,data_test,labels_test): 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) + V=np.all(one_hot_labels==predictions_zeros_ones,axis=1) + A=np.sum(V) test_accuracy=A/N + print('test',A/N) + return test_accuracy #Q15 diff --git a/results/mpl.png b/results/mpl.png index 643b74238983a35fd944f52f4e934a3f879781eb..db6a68ab85fb9980bc0eb134dcc007af10a2c117 100644 GIT binary patch literal 21004 zcmeAS@N?(olHy`uVBq!ia0y~yU}|7sV0^&A#=yW}dhyN^1_lPp64!{5;QX|b^2DN4 z2H(Vzf}H%4oXjMJvecsD%=|oKJqtYp9fgdNl7eC@ef?ax0=@jAbbZr}TURqMFmM)l zL>4nJ@F#*W;|lxbnG6hpm7Xq+Ar*7p-Yu^PDZO><W3`vm5(f@W&K7}LCakP3x4Z;n z5<<&D1Hun((|*6|#<i|gSCQ+X(?eOVv+Yva5D^&IspK0mRco)a2IoR`2alOQ_tvWz z3o%P5r283t{u^^WX3}Ki$?1GE?o`%2wdgT)V_;z5ko4Ql&A`CmkRZsw$iU#l!zjSO zpm0QBxN<lY_4j_6B*WK!YfENwxu)aur_<xZE-&*Hm6OwJKfJJ+o&T5p_1)$9ywYZ8 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