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Author: jwlee-ml

lab-11-5-mnist-cnn-best-keras-eager.ipynb

@@ -401,21 +401,21 @@
      "output_type": "stream",
      "text": [
       "Learning started. It takes sometime.\n",
-      "Epoch: 1 loss = 0.05345506 train accuracy =  0.9861 test accuracy =  0.9946\n",
-      "Epoch: 2 loss = 0.01291034 train accuracy =  0.9976 test accuracy =  0.9954\n",
-      "Epoch: 3 loss = 0.00680358 train accuracy =  0.9991 test accuracy =  0.9954\n",
-      "Epoch: 4 loss = 0.00425037 train accuracy =  0.9996 test accuracy =  0.9956\n",
-      "Epoch: 5 loss = 0.00289749 train accuracy =  0.9997 test accuracy =  0.9957\n",
-      "Epoch: 6 loss = 0.00139245 train accuracy =  0.9999 test accuracy =  0.9955\n",
-      "Epoch: 7 loss = 0.00071615 train accuracy =  0.9999 test accuracy =  0.9956\n",
-      "Epoch: 8 loss = 0.00046948 train accuracy =  1.0000 test accuracy =  0.9961\n",
-      "Epoch: 9 loss = 0.00046413 train accuracy =  1.0000 test accuracy =  0.9958\n",
-      "Epoch: 10 loss = 0.00035351 train accuracy =  1.0000 test accuracy =  0.9962\n",
-      "Epoch: 11 loss = 0.00018601 train accuracy =  1.0000 test accuracy =  0.9963\n",
-      "Epoch: 12 loss = 0.00005190 train accuracy =  1.0000 test accuracy =  0.9964\n",
-      "Epoch: 13 loss = 0.00005681 train accuracy =  1.0000 test accuracy =  0.9962\n",
-      "Epoch: 14 loss = 0.00004506 train accuracy =  1.0000 test accuracy =  0.9960\n",
-      "Epoch: 15 loss = 0.00004270 train accuracy =  1.0000 test accuracy =  0.9961\n",
+      "Epoch: 1 loss = 0.05254757 train accuracy =  0.9863 test accuracy =  0.9947\n",
+      "Epoch: 2 loss = 0.01288698 train accuracy =  0.9976 test accuracy =  0.9960\n",
+      "Epoch: 3 loss = 0.00692925 train accuracy =  0.9991 test accuracy =  0.9965\n",
+      "Epoch: 4 loss = 0.00416141 train accuracy =  0.9995 test accuracy =  0.9959\n",
+      "Epoch: 5 loss = 0.00290176 train accuracy =  0.9998 test accuracy =  0.9962\n",
+      "Epoch: 6 loss = 0.00146718 train accuracy =  0.9999 test accuracy =  0.9963\n",
+      "Epoch: 7 loss = 0.00065968 train accuracy =  0.9999 test accuracy =  0.9961\n",
+      "Epoch: 8 loss = 0.00049940 train accuracy =  1.0000 test accuracy =  0.9965\n",
+      "Epoch: 9 loss = 0.00040568 train accuracy =  1.0000 test accuracy =  0.9961\n",
+      "Epoch: 10 loss = 0.00036997 train accuracy =  1.0000 test accuracy =  0.9958\n",
+      "Epoch: 11 loss = 0.00018087 train accuracy =  1.0000 test accuracy =  0.9968\n",
+      "Epoch: 12 loss = 0.00006729 train accuracy =  1.0000 test accuracy =  0.9964\n",
+      "Epoch: 13 loss = 0.00005760 train accuracy =  1.0000 test accuracy =  0.9962\n",
+      "Epoch: 14 loss = 0.00005532 train accuracy =  1.0000 test accuracy =  0.9961\n",
+      "Epoch: 15 loss = 0.00004803 train accuracy =  1.0000 test accuracy =  0.9963\n",
       "Learning Finished!\n"
      ]
     }