diff --git a/ArtificialNeuralNetwork.ipynb b/ArtificialNeuralNetwork.ipynb index 6fa36fd..6b00834 100644 --- a/ArtificialNeuralNetwork.ipynb +++ b/ArtificialNeuralNetwork.ipynb @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +43,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -55,9 +55,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/igor/anaconda3/lib/python3.7/site-packages/sklearn/preprocessing/_encoders.py:368: FutureWarning: The handling of integer data will change in version 0.22. Currently, the categories are determined based on the range [0, max(values)], while in the future they will be determined based on the unique values.\n", + "If you want the future behaviour and silence this warning, you can specify \"categories='auto'\".\n", + "In case you used a LabelEncoder before this OneHotEncoder to convert the categories to integers, then you can now use the OneHotEncoder directly.\n", + " warnings.warn(msg, FutureWarning)\n", + "/home/igor/anaconda3/lib/python3.7/site-packages/sklearn/preprocessing/_encoders.py:390: DeprecationWarning: The 'categorical_features' keyword is deprecated in version 0.20 and will be removed in 0.22. You can use the ColumnTransformer instead.\n", + " \"use the ColumnTransformer instead.\", DeprecationWarning)\n" + ] + } + ], "source": [ "# Encoding categorical data\n", "from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n", @@ -72,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -83,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -96,9 +109,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], "source": [ "# Part 2 - Now let's make the ANN!\n", "\n", @@ -110,9 +131,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /home/igor/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Colocations handled automatically by placer.\n" + ] + } + ], "source": [ "# Initialising the ANN\n", "classifier = Sequential()\n", @@ -132,9 +163,235 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /home/igor/anaconda3/lib/python3.7/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use tf.cast instead.\n", + "Epoch 1/100\n", + "8000/8000 [==============================] - 2s 299us/step - loss: 0.4802 - acc: 0.7960\n", + "Epoch 2/100\n", + "8000/8000 [==============================] - 1s 96us/step - loss: 0.4263 - acc: 0.7960\n", + "Epoch 3/100\n", + "8000/8000 [==============================] - 1s 95us/step - loss: 0.4204 - acc: 0.8019\n", + "Epoch 4/100\n", + "8000/8000 [==============================] - 1s 99us/step - loss: 0.4172 - acc: 0.8232\n", + "Epoch 5/100\n", + "8000/8000 [==============================] - 1s 100us/step - loss: 0.4156 - acc: 0.8277\n", + "Epoch 6/100\n", + "8000/8000 [==============================] - 1s 100us/step - loss: 0.4141 - acc: 0.8299\n", + "Epoch 7/100\n", + "8000/8000 [==============================] - 1s 139us/step - loss: 0.4129 - acc: 0.8314\n", + "Epoch 8/100\n", + "8000/8000 [==============================] - 1s 101us/step - loss: 0.4117 - acc: 0.8327\n", + "Epoch 9/100\n", + "8000/8000 [==============================] - 1s 114us/step - loss: 0.4103 - acc: 0.8325\n", + "Epoch 10/100\n", + "8000/8000 [==============================] - 1s 103us/step - loss: 0.4101 - acc: 0.8326\n", + "Epoch 11/100\n", + "8000/8000 [==============================] - 1s 103us/step - loss: 0.4094 - acc: 0.8346\n", + "Epoch 12/100\n", + "8000/8000 [==============================] - 1s 109us/step - loss: 0.4089 - acc: 0.8349\n", + "Epoch 13/100\n", + "8000/8000 [==============================] - 1s 97us/step - loss: 0.4082 - acc: 0.8351\n", + "Epoch 14/100\n", + "8000/8000 [==============================] - 1s 100us/step - loss: 0.4073 - acc: 0.8336\n", + "Epoch 15/100\n", + "8000/8000 [==============================] - 1s 103us/step - loss: 0.4068 - acc: 0.8347\n", + "Epoch 16/100\n", + "8000/8000 [==============================] - 1s 113us/step - loss: 0.4070 - acc: 0.8354\n", + "Epoch 17/100\n", + "8000/8000 [==============================] - 1s 135us/step - loss: 0.4061 - acc: 0.8347\n", + "Epoch 18/100\n", + "8000/8000 [==============================] - 1s 98us/step - loss: 0.4065 - acc: 0.8346\n", + "Epoch 19/100\n", + "8000/8000 [==============================] - 1s 96us/step - loss: 0.4056 - acc: 0.8334\n", + "Epoch 20/100\n", + "8000/8000 [==============================] - 1s 99us/step - loss: 0.4052 - acc: 0.8361\n", + "Epoch 21/100\n", + "8000/8000 [==============================] - 1s 114us/step - loss: 0.4046 - acc: 0.8337\n", + "Epoch 22/100\n", + "8000/8000 [==============================] - 1s 102us/step - loss: 0.4035 - acc: 0.8360\n", + "Epoch 23/100\n", + "8000/8000 [==============================] - 1s 101us/step - loss: 0.4030 - acc: 0.8349\n", + "Epoch 24/100\n", + "8000/8000 [==============================] - 1s 105us/step - loss: 0.4021 - acc: 0.8341\n", + "Epoch 25/100\n", + "8000/8000 [==============================] - 1s 100us/step - loss: 0.4016 - acc: 0.8356\n", + "Epoch 26/100\n", + "8000/8000 [==============================] - 1s 112us/step - loss: 0.4013 - acc: 0.8355\n", + "Epoch 27/100\n", + "8000/8000 [==============================] - 1s 102us/step - loss: 0.4003 - acc: 0.8340\n", + "Epoch 28/100\n", + "8000/8000 [==============================] - 1s 97us/step - loss: 0.3999 - acc: 0.8354\n", + "Epoch 29/100\n", + "8000/8000 [==============================] - 1s 97us/step - loss: 0.3991 - acc: 0.8330\n", + "Epoch 30/100\n", + "8000/8000 [==============================] - 1s 100us/step - loss: 0.3989 - acc: 0.8350\n", + "Epoch 31/100\n", + "8000/8000 [==============================] - 1s 99us/step - loss: 0.3984 - acc: 0.8345\n", + "Epoch 32/100\n", + "8000/8000 [==============================] - 1s 98us/step - loss: 0.3978 - acc: 0.8354\n", + "Epoch 33/100\n", + "8000/8000 [==============================] - 1s 102us/step - loss: 0.3981 - acc: 0.8337\n", + "Epoch 34/100\n", + "8000/8000 [==============================] - 1s 109us/step - loss: 0.3972 - acc: 0.8339\n", + "Epoch 35/100\n", + "8000/8000 [==============================] - 1s 151us/step - loss: 0.3970 - acc: 0.8360\n", + "Epoch 36/100\n", + "8000/8000 [==============================] - 1s 102us/step - loss: 0.3974 - acc: 0.8356\n", + "Epoch 37/100\n", + "8000/8000 [==============================] - 1s 100us/step - loss: 0.3970 - acc: 0.8357\n", + "Epoch 38/100\n", + "8000/8000 [==============================] - 1s 100us/step - loss: 0.3969 - acc: 0.8369\n", + "Epoch 39/100\n", + "8000/8000 [==============================] - 1s 102us/step - loss: 0.3964 - acc: 0.8351\n", + "Epoch 40/100\n", + "8000/8000 [==============================] - 1s 99us/step - loss: 0.3966 - acc: 0.8350\n", + "Epoch 41/100\n", + "8000/8000 [==============================] - 1s 96us/step - loss: 0.3958 - acc: 0.8369\n", + "Epoch 42/100\n", + "8000/8000 [==============================] - 1s 144us/step - loss: 0.3959 - acc: 0.8355\n", + "Epoch 43/100\n", + "8000/8000 [==============================] - 1s 123us/step - loss: 0.3952 - acc: 0.8382\n", + "Epoch 44/100\n", + "8000/8000 [==============================] - 1s 97us/step - loss: 0.3957 - acc: 0.8364\n", + "Epoch 45/100\n", + "8000/8000 [==============================] - 1s 95us/step - loss: 0.3958 - acc: 0.8350\n", + "Epoch 46/100\n", + "8000/8000 [==============================] - 1s 102us/step - loss: 0.3951 - acc: 0.8362\n", + "Epoch 47/100\n", + "8000/8000 [==============================] - 1s 97us/step - loss: 0.3959 - acc: 0.8352\n", + "Epoch 48/100\n", + "8000/8000 [==============================] - 1s 113us/step - loss: 0.3949 - acc: 0.8347\n", + "Epoch 49/100\n", + "8000/8000 [==============================] - 1s 112us/step - loss: 0.3955 - acc: 0.8366\n", + "Epoch 50/100\n", + "8000/8000 [==============================] - 1s 100us/step - loss: 0.3957 - acc: 0.8347\n", + "Epoch 51/100\n", + "8000/8000 [==============================] - 1s 103us/step - loss: 0.3961 - acc: 0.8355\n", + "Epoch 52/100\n", + "8000/8000 [==============================] - 1s 102us/step - loss: 0.3950 - acc: 0.8359\n", + "Epoch 53/100\n", + "8000/8000 [==============================] - 1s 102us/step - loss: 0.3955 - acc: 0.8361\n", + "Epoch 54/100\n", + "8000/8000 [==============================] - 1s 113us/step - loss: 0.3955 - acc: 0.8369\n", + "Epoch 55/100\n", + "8000/8000 [==============================] - 1s 147us/step - loss: 0.3952 - acc: 0.8335\n", + "Epoch 56/100\n", + "8000/8000 [==============================] - 1s 120us/step - loss: 0.3944 - acc: 0.8370\n", + "Epoch 57/100\n", + "8000/8000 [==============================] - 1s 112us/step - loss: 0.3950 - acc: 0.8370\n", + "Epoch 58/100\n", + "8000/8000 [==============================] - 1s 106us/step - loss: 0.3955 - acc: 0.8350\n", + "Epoch 59/100\n", + "8000/8000 [==============================] - 1s 98us/step - loss: 0.3950 - acc: 0.8361\n", + "Epoch 60/100\n", + "8000/8000 [==============================] - 1s 109us/step - loss: 0.3952 - acc: 0.8351\n", + "Epoch 61/100\n", + "8000/8000 [==============================] - 1s 118us/step - loss: 0.3950 - acc: 0.8354\n", + "Epoch 62/100\n", + "8000/8000 [==============================] - 1s 103us/step - loss: 0.3951 - acc: 0.8356\n", + "Epoch 63/100\n", + "8000/8000 [==============================] - 1s 116us/step - loss: 0.3947 - acc: 0.8371\n", + "Epoch 64/100\n", + "8000/8000 [==============================] - 1s 129us/step - loss: 0.3951 - acc: 0.8357\n", + "Epoch 65/100\n", + "8000/8000 [==============================] - 1s 134us/step - loss: 0.3951 - acc: 0.8346\n", + "Epoch 66/100\n", + "8000/8000 [==============================] - 1s 103us/step - loss: 0.3948 - acc: 0.8364\n", + "Epoch 67/100\n", + "8000/8000 [==============================] - 1s 111us/step - loss: 0.3949 - acc: 0.8350\n", + "Epoch 68/100\n", + "8000/8000 [==============================] - 1s 106us/step - loss: 0.3950 - acc: 0.8362\n", + "Epoch 69/100\n", + "8000/8000 [==============================] - 1s 78us/step - loss: 0.3942 - acc: 0.8352\n", + "Epoch 70/100\n", + "8000/8000 [==============================] - 1s 97us/step - loss: 0.3948 - acc: 0.8346\n", + "Epoch 71/100\n", + "8000/8000 [==============================] - 1s 111us/step - loss: 0.3948 - acc: 0.8361\n", + "Epoch 72/100\n", + "8000/8000 [==============================] - 1s 110us/step - loss: 0.3944 - acc: 0.8359\n", + "Epoch 73/100\n", + "8000/8000 [==============================] - 1s 111us/step - loss: 0.3949 - acc: 0.8347\n", + "Epoch 74/100\n", + "8000/8000 [==============================] - 1s 91us/step - loss: 0.3948 - acc: 0.8336\n", + "Epoch 75/100\n", + "8000/8000 [==============================] - 1s 69us/step - loss: 0.3948 - acc: 0.8340\n", + "Epoch 76/100\n", + "8000/8000 [==============================] - 1s 69us/step - loss: 0.3940 - acc: 0.8355\n", + "Epoch 77/100\n", + "8000/8000 [==============================] - 1s 69us/step - loss: 0.3946 - acc: 0.8349\n", + "Epoch 78/100\n", + "8000/8000 [==============================] - 1s 74us/step - loss: 0.3944 - acc: 0.8359\n", + "Epoch 79/100\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8000/8000 [==============================] - 1s 72us/step - loss: 0.3946 - acc: 0.8355\n", + "Epoch 80/100\n", + "8000/8000 [==============================] - 1s 89us/step - loss: 0.3940 - acc: 0.8357\n", + "Epoch 81/100\n", + "8000/8000 [==============================] - 1s 84us/step - loss: 0.3943 - acc: 0.8367\n", + "Epoch 82/100\n", + "8000/8000 [==============================] - 1s 88us/step - loss: 0.3942 - acc: 0.8379\n", + "Epoch 83/100\n", + "8000/8000 [==============================] - 1s 94us/step - loss: 0.3943 - acc: 0.8379\n", + "Epoch 84/100\n", + "8000/8000 [==============================] - 1s 80us/step - loss: 0.3937 - acc: 0.8371\n", + "Epoch 85/100\n", + "8000/8000 [==============================] - 1s 100us/step - loss: 0.3944 - acc: 0.8370\n", + "Epoch 86/100\n", + "8000/8000 [==============================] - 1s 111us/step - loss: 0.3943 - acc: 0.8364\n", + "Epoch 87/100\n", + "8000/8000 [==============================] - 1s 84us/step - loss: 0.3943 - acc: 0.8360\n", + "Epoch 88/100\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3944 - acc: 0.8360\n", + "Epoch 89/100\n", + "8000/8000 [==============================] - 1s 71us/step - loss: 0.3943 - acc: 0.8352\n", + "Epoch 90/100\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3932 - acc: 0.8366\n", + "Epoch 91/100\n", + "8000/8000 [==============================] - 1s 81us/step - loss: 0.3940 - acc: 0.8370\n", + "Epoch 92/100\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.3945 - acc: 0.8357\n", + "Epoch 93/100\n", + "8000/8000 [==============================] - 1s 72us/step - loss: 0.3937 - acc: 0.8366\n", + "Epoch 94/100\n", + "8000/8000 [==============================] - 1s 71us/step - loss: 0.3937 - acc: 0.8370\n", + "Epoch 95/100\n", + "8000/8000 [==============================] - 1s 81us/step - loss: 0.3946 - acc: 0.8365\n", + "Epoch 96/100\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.3943 - acc: 0.8351\n", + "Epoch 97/100\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.3939 - acc: 0.8366\n", + "Epoch 98/100\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3940 - acc: 0.8357\n", + "Epoch 99/100\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3941 - acc: 0.8359\n", + "Epoch 100/100\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3937 - acc: 0.8351\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Fitting the ANN to the Training set\n", "classifier.fit(X_train, y_train, batch_size = 10, epochs = 100)" @@ -142,7 +399,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -160,10 +417,350 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1548 47]\n", + " [ 266 139]]\n" + ] + } + ], + "source": [ + "print(cm)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# Initialising the second ANN\n", + "classifier2 = Sequential()\n", + "\n", + "# Adding the input layer and the first hidden layer\n", + "classifier2.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'tanh', input_dim = 11))\n", + "\n", + "# Adding the second hidden layer\n", + "classifier2.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n", + "\n", + "# Adding the output layer\n", + "classifier2.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'hard_sigmoid'))\n", + "\n", + "# Compiling the ANN\n", + "classifier2.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "8000/8000 [==============================] - 1s 156us/step - loss: 0.5068 - acc: 0.7954\n", + "Epoch 2/100\n", + "8000/8000 [==============================] - 1s 133us/step - loss: 0.4331 - acc: 0.7999\n", + "Epoch 3/100\n", + "8000/8000 [==============================] - 1s 112us/step - loss: 0.4373 - acc: 0.8079\n", + "Epoch 4/100\n", + "8000/8000 [==============================] - 1s 114us/step - loss: 0.4330 - acc: 0.8066\n", + "Epoch 5/100\n", + "8000/8000 [==============================] - 1s 107us/step - loss: 0.4275 - acc: 0.8102\n", + "Epoch 6/100\n", + "8000/8000 [==============================] - 1s 112us/step - loss: 0.4270 - acc: 0.8131\n", + "Epoch 7/100\n", + "8000/8000 [==============================] - 1s 110us/step - loss: 0.4272 - acc: 0.8147\n", + "Epoch 8/100\n", + "8000/8000 [==============================] - 1s 121us/step - loss: 0.4208 - acc: 0.8165\n", + "Epoch 9/100\n", + "8000/8000 [==============================] - 1s 131us/step - loss: 0.4186 - acc: 0.8225\n", + "Epoch 10/100\n", + "8000/8000 [==============================] - 1s 164us/step - loss: 0.4099 - acc: 0.8294\n", + "Epoch 11/100\n", + "8000/8000 [==============================] - 1s 122us/step - loss: 0.4029 - acc: 0.8351\n", + "Epoch 12/100\n", + "8000/8000 [==============================] - 1s 100us/step - loss: 0.3949 - acc: 0.8366\n", + "Epoch 13/100\n", + "8000/8000 [==============================] - 1s 101us/step - loss: 0.3911 - acc: 0.8384\n", + "Epoch 14/100\n", + "8000/8000 [==============================] - 1s 89us/step - loss: 0.3848 - acc: 0.8414\n", + "Epoch 15/100\n", + "8000/8000 [==============================] - 1s 122us/step - loss: 0.3836 - acc: 0.8421\n", + "Epoch 16/100\n", + "8000/8000 [==============================] - 1s 109us/step - loss: 0.3803 - acc: 0.8421\n", + "Epoch 17/100\n", + "8000/8000 [==============================] - 1s 109us/step - loss: 0.3742 - acc: 0.8444\n", + "Epoch 18/100\n", + "8000/8000 [==============================] - 2s 195us/step - loss: 0.3714 - acc: 0.8472\n", + "Epoch 19/100\n", + "8000/8000 [==============================] - 2s 269us/step - loss: 0.3642 - acc: 0.8529\n", + "Epoch 20/100\n", + "8000/8000 [==============================] - 1s 148us/step - loss: 0.3534 - acc: 0.8524\n", + "Epoch 21/100\n", + "8000/8000 [==============================] - 1s 157us/step - loss: 0.3560 - acc: 0.8562\n", + "Epoch 22/100\n", + "8000/8000 [==============================] - 1s 117us/step - loss: 0.3529 - acc: 0.8566\n", + "Epoch 23/100\n", + "8000/8000 [==============================] - 1s 109us/step - loss: 0.3495 - acc: 0.8569\n", + "Epoch 24/100\n", + "8000/8000 [==============================] - 1s 136us/step - loss: 0.3513 - acc: 0.8554\n", + "Epoch 25/100\n", + "8000/8000 [==============================] - 1s 115us/step - loss: 0.3434 - acc: 0.8586\n", + "Epoch 26/100\n", + "8000/8000 [==============================] - 1s 99us/step - loss: 0.3457 - acc: 0.8600\n", + "Epoch 27/100\n", + "8000/8000 [==============================] - 1s 153us/step - loss: 0.3470 - acc: 0.8627\n", + "Epoch 28/100\n", + "8000/8000 [==============================] - 1s 122us/step - loss: 0.3473 - acc: 0.8606\n", + "Epoch 29/100\n", + "8000/8000 [==============================] - 1s 150us/step - loss: 0.3461 - acc: 0.8614\n", + "Epoch 30/100\n", + "8000/8000 [==============================] - 1s 87us/step - loss: 0.3509 - acc: 0.8630\n", + "Epoch 31/100\n", + "8000/8000 [==============================] - 1s 84us/step - loss: 0.3488 - acc: 0.8632\n", + "Epoch 32/100\n", + "8000/8000 [==============================] - 1s 86us/step - loss: 0.3400 - acc: 0.8610\n", + "Epoch 33/100\n", + "8000/8000 [==============================] - 1s 85us/step - loss: 0.3409 - acc: 0.8616\n", + "Epoch 34/100\n", + "8000/8000 [==============================] - 1s 86us/step - loss: 0.3417 - acc: 0.8620\n", + "Epoch 35/100\n", + "8000/8000 [==============================] - 1s 84us/step - loss: 0.3393 - acc: 0.8630\n", + "Epoch 36/100\n", + "8000/8000 [==============================] - 1s 85us/step - loss: 0.3434 - acc: 0.8616\n", + "Epoch 37/100\n", + "8000/8000 [==============================] - 1s 80us/step - loss: 0.3437 - acc: 0.8611\n", + "Epoch 38/100\n", + "8000/8000 [==============================] - 1s 86us/step - loss: 0.3418 - acc: 0.8650\n", + "Epoch 39/100\n", + "8000/8000 [==============================] - 1s 86us/step - loss: 0.3384 - acc: 0.8615\n", + "Epoch 40/100\n", + "8000/8000 [==============================] - 1s 85us/step - loss: 0.3440 - acc: 0.8622\n", + "Epoch 41/100\n", + "8000/8000 [==============================] - 1s 81us/step - loss: 0.3403 - acc: 0.8612\n", + "Epoch 42/100\n", + "8000/8000 [==============================] - 1s 83us/step - loss: 0.3435 - acc: 0.8640\n", + "Epoch 43/100\n", + "8000/8000 [==============================] - 1s 79us/step - loss: 0.3374 - acc: 0.8612\n", + "Epoch 44/100\n", + "8000/8000 [==============================] - 1s 84us/step - loss: 0.3375 - acc: 0.8630\n", + "Epoch 45/100\n", + "8000/8000 [==============================] - 1s 88us/step - loss: 0.3378 - acc: 0.8615\n", + "Epoch 46/100\n", + "8000/8000 [==============================] - 1s 119us/step - loss: 0.3401 - acc: 0.8625\n", + "Epoch 47/100\n", + "8000/8000 [==============================] - 1s 111us/step - loss: 0.3384 - acc: 0.8620\n", + "Epoch 48/100\n", + "8000/8000 [==============================] - 1s 120us/step - loss: 0.3372 - acc: 0.8637\n", + "Epoch 49/100\n", + "8000/8000 [==============================] - 1s 113us/step - loss: 0.3383 - acc: 0.8632\n", + "Epoch 50/100\n", + "8000/8000 [==============================] - 1s 84us/step - loss: 0.3413 - acc: 0.8617\n", + "Epoch 51/100\n", + "8000/8000 [==============================] - 1s 89us/step - loss: 0.3369 - acc: 0.8629\n", + "Epoch 52/100\n", + "8000/8000 [==============================] - 1s 87us/step - loss: 0.3382 - acc: 0.8625\n", + "Epoch 53/100\n", + "8000/8000 [==============================] - 1s 120us/step - loss: 0.3442 - acc: 0.8622\n", + "Epoch 54/100\n", + "8000/8000 [==============================] - 1s 89us/step - loss: 0.3359 - acc: 0.8615\n", + "Epoch 55/100\n", + "8000/8000 [==============================] - 1s 86us/step - loss: 0.3374 - acc: 0.8635\n", + "Epoch 56/100\n", + "8000/8000 [==============================] - 1s 90us/step - loss: 0.3388 - acc: 0.8614\n", + "Epoch 57/100\n", + "8000/8000 [==============================] - 1s 86us/step - loss: 0.3373 - acc: 0.8630\n", + "Epoch 58/100\n", + "8000/8000 [==============================] - 1s 97us/step - loss: 0.3398 - acc: 0.8626\n", + "Epoch 59/100\n", + "8000/8000 [==============================] - 1s 97us/step - loss: 0.3357 - acc: 0.8646\n", + "Epoch 60/100\n", + "8000/8000 [==============================] - 1s 94us/step - loss: 0.3417 - acc: 0.8610\n", + "Epoch 61/100\n", + "8000/8000 [==============================] - 1s 100us/step - loss: 0.3356 - acc: 0.8644\n", + "Epoch 62/100\n", + "8000/8000 [==============================] - 1s 85us/step - loss: 0.3355 - acc: 0.8616\n", + "Epoch 63/100\n", + "8000/8000 [==============================] - 1s 87us/step - loss: 0.3357 - acc: 0.8624\n", + "Epoch 64/100\n", + "8000/8000 [==============================] - 1s 104us/step - loss: 0.3358 - acc: 0.8602\n", + "Epoch 65/100\n", + "8000/8000 [==============================] - 1s 86us/step - loss: 0.3403 - acc: 0.8610\n", + "Epoch 66/100\n", + "8000/8000 [==============================] - 1s 97us/step - loss: 0.3370 - acc: 0.8621\n", + "Epoch 67/100\n", + "8000/8000 [==============================] - 1s 101us/step - loss: 0.3360 - acc: 0.8639\n", + "Epoch 68/100\n", + "8000/8000 [==============================] - 1s 105us/step - loss: 0.3364 - acc: 0.8644\n", + "Epoch 69/100\n", + "8000/8000 [==============================] - 1s 92us/step - loss: 0.3407 - acc: 0.8640\n", + "Epoch 70/100\n", + "8000/8000 [==============================] - 1s 86us/step - loss: 0.3340 - acc: 0.8637\n", + "Epoch 71/100\n", + "8000/8000 [==============================] - 1s 87us/step - loss: 0.3349 - acc: 0.8632\n", + "Epoch 72/100\n", + "8000/8000 [==============================] - 1s 85us/step - loss: 0.3397 - acc: 0.8639\n", + "Epoch 73/100\n", + "8000/8000 [==============================] - 1s 84us/step - loss: 0.3424 - acc: 0.8609\n", + "Epoch 74/100\n", + "8000/8000 [==============================] - 1s 96us/step - loss: 0.3346 - acc: 0.8654\n", + "Epoch 75/100\n", + "8000/8000 [==============================] - 1s 83us/step - loss: 0.3356 - acc: 0.8642\n", + "Epoch 76/100\n", + "8000/8000 [==============================] - 1s 81us/step - loss: 0.3335 - acc: 0.8630\n", + "Epoch 77/100\n", + "8000/8000 [==============================] - 1s 112us/step - loss: 0.3415 - acc: 0.8632\n", + "Epoch 78/100\n", + "8000/8000 [==============================] - 1s 113us/step - loss: 0.3359 - acc: 0.8630\n", + "Epoch 79/100\n", + "8000/8000 [==============================] - 1s 109us/step - loss: 0.3381 - acc: 0.8632\n", + "Epoch 80/100\n", + "8000/8000 [==============================] - 1s 101us/step - loss: 0.3346 - acc: 0.8646\n", + "Epoch 81/100\n", + "8000/8000 [==============================] - 1s 98us/step - loss: 0.3360 - acc: 0.8635\n", + "Epoch 82/100\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8000/8000 [==============================] - 1s 100us/step - loss: 0.3344 - acc: 0.8625\n", + "Epoch 83/100\n", + "8000/8000 [==============================] - 1s 108us/step - loss: 0.3340 - acc: 0.8632\n", + "Epoch 84/100\n", + "8000/8000 [==============================] - 1s 110us/step - loss: 0.3355 - acc: 0.8640\n", + "Epoch 85/100\n", + "8000/8000 [==============================] - 1s 100us/step - loss: 0.3351 - acc: 0.8639\n", + "Epoch 86/100\n", + "8000/8000 [==============================] - 1s 102us/step - loss: 0.3384 - acc: 0.8634\n", + "Epoch 87/100\n", + "8000/8000 [==============================] - 1s 119us/step - loss: 0.3410 - acc: 0.8609\n", + "Epoch 88/100\n", + "8000/8000 [==============================] - 1s 116us/step - loss: 0.3361 - acc: 0.8634\n", + "Epoch 89/100\n", + "8000/8000 [==============================] - 1s 104us/step - loss: 0.3349 - acc: 0.8625\n", + "Epoch 90/100\n", + "8000/8000 [==============================] - 1s 124us/step - loss: 0.3373 - acc: 0.8620\n", + "Epoch 91/100\n", + "8000/8000 [==============================] - 1s 104us/step - loss: 0.3342 - acc: 0.8627\n", + "Epoch 92/100\n", + "8000/8000 [==============================] - 1s 109us/step - loss: 0.3347 - acc: 0.8610\n", + "Epoch 93/100\n", + "8000/8000 [==============================] - 1s 118us/step - loss: 0.3339 - acc: 0.8621\n", + "Epoch 94/100\n", + "8000/8000 [==============================] - 1s 110us/step - loss: 0.3364 - acc: 0.8636\n", + "Epoch 95/100\n", + "8000/8000 [==============================] - 1s 109us/step - loss: 0.3404 - acc: 0.8630\n", + "Epoch 96/100\n", + "8000/8000 [==============================] - 1s 109us/step - loss: 0.3357 - acc: 0.8620\n", + "Epoch 97/100\n", + "8000/8000 [==============================] - 1s 139us/step - loss: 0.3341 - acc: 0.8627\n", + "Epoch 98/100\n", + "8000/8000 [==============================] - 1s 106us/step - loss: 0.3375 - acc: 0.8620\n", + "Epoch 99/100\n", + "8000/8000 [==============================] - 1s 102us/step - loss: 0.3332 - acc: 0.8644\n", + "Epoch 100/100\n", + "8000/8000 [==============================] - 1s 107us/step - loss: 0.3339 - acc: 0.8641\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Fitting the ANN to the Training set\n", + "classifier2.fit(X_train, y_train, batch_size = 10, epochs = 100)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# Part 3 - Making predictions and evaluating the model\n", + "\n", + "# Predicting the Test set results\n", + "y_pred = classifier2.predict(X_test)\n", + "y_pred = (y_pred > 0.5)\n", + "\n", + "# Making the Confusion Matrix\n", + "from sklearn.metrics import confusion_matrix\n", + "cm2 = confusion_matrix(y_test, y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1517 78]\n", + " [ 188 217]]\n" + ] + } + ], + "source": [ + "# Result with activations (tanh, tanh, hard_sigmoid)\n", + "print(cm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1526 69]\n", + " [ 202 203]]\n" + ] + } + ], + "source": [ + "# Result with activations (relu, tanh, hard_sigmoid)\n", + "print(cm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1518 77]\n", + " [ 202 203]]\n" + ] + } + ], + "source": [ + "# Result with activations (tanh, relu, hard_sigmoid)\n", + "print(cm2)" + ] } ], "metadata": { @@ -182,7 +779,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.7.1" } }, "nbformat": 4, diff --git a/evaluating_improving_tuning_.ipynb b/evaluating_improving_tuning_.ipynb new file mode 100644 index 0000000..3092aa3 --- /dev/null +++ b/evaluating_improving_tuning_.ipynb @@ -0,0 +1,56097 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5" + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "_cell_guid": "79c7e3d0-c299-4dcb-8224-4455121ee9b0", + "_uuid": "d629ff2d2480ee46fbb7e2d37f6b5fab8052498a" + }, + "outputs": [], + "source": [ + "# Importing the dataset\n", + "dataset = pd.read_csv('Churn_Modelling.csv')\n", + "X = dataset.iloc[:, 3:13].values\n", + "y = dataset.iloc[:, 13].values" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/igor/anaconda3/lib/python3.7/site-packages/sklearn/preprocessing/_encoders.py:368: FutureWarning: The handling of integer data will change in version 0.22. Currently, the categories are determined based on the range [0, max(values)], while in the future they will be determined based on the unique values.\n", + "If you want the future behaviour and silence this warning, you can specify \"categories='auto'\".\n", + "In case you used a LabelEncoder before this OneHotEncoder to convert the categories to integers, then you can now use the OneHotEncoder directly.\n", + " warnings.warn(msg, FutureWarning)\n", + "/home/igor/anaconda3/lib/python3.7/site-packages/sklearn/preprocessing/_encoders.py:390: DeprecationWarning: The 'categorical_features' keyword is deprecated in version 0.20 and will be removed in 0.22. You can use the ColumnTransformer instead.\n", + " \"use the ColumnTransformer instead.\", DeprecationWarning)\n" + ] + } + ], + "source": [ + "# Encoding categorical data\n", + "from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n", + "labelencoder_X_1 = LabelEncoder()\n", + "X[:, 1] = labelencoder_X_1.fit_transform(X[:, 1])\n", + "labelencoder_X_2 = LabelEncoder()\n", + "X[:, 2] = labelencoder_X_2.fit_transform(X[:, 2])\n", + "onehotencoder = OneHotEncoder(categorical_features = [1])\n", + "X = onehotencoder.fit_transform(X).toarray()\n", + "X = X[:, 1:]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Splitting the dataset into the Training set and Test set\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Feature Scaling\n", + "from sklearn.preprocessing import StandardScaler\n", + "sc = StandardScaler()\n", + "X_train = sc.fit_transform(X_train)\n", + "X_test = sc.transform(X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Part 2 - Now let's make the ANN!" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Importing the Keras libraries and packages\n", + "import keras\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense\n", + "from keras.layers import Dropout" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialising the ANN\n", + "classifier = Sequential()\n", + "# Adding the input layer and the first hidden layer\n", + "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))\n", + "# classifier.add(Dropout(rate = 0.1))\n", + "# Adding the second hidden layer\n", + "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n", + "# classifier.add(Dropout(rate = 0.1))\n", + "# Adding the output layer\n", + "classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))\n", + "# Compiling the ANN\n", + "classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n", + "# Fitting the ANN to the Training set\n", + "classifier.fit(X_train, y_train, batch_size = 10, epochs = 100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Part 3 - Making predictions and evaluating the model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Predicting the Test set results\n", + "y_pred = classifier.predict(X_test)\n", + "y_pred = (y_pred > 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Predicting a single new observation\n", + "\"\"\"Predict if the customer with the following informations will leave the bank:\n", + "Geography: France\n", + "Credit Score: 600\n", + "Gender: Male\n", + "Age: 40\n", + "Tenure: 3\n", + "Balance: 60000\n", + "Number of Products: 2\n", + "Has Credit Card: Yes\n", + "Is Active Member: Yes\n", + "Estimated Salary: 50000\"\"\"\n", + "new_prediction = classifier.predict(sc.transform(np.array([[0.0, 0, 600, 1, 40, 3, 60000, 2, 1, 1, 50000]])))\n", + "new_prediction = (new_prediction > 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Making the Confusion Matrix\n", + "from sklearn.metrics import confusion_matrix\n", + "cm = confusion_matrix(y_test, y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Part 4 - Evaluating, Improving and Tuning the ANN" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], + "source": [ + "# Evaluating the ANN\n", + "from keras.wrappers.scikit_learn import KerasClassifier\n", + "from sklearn.model_selection import cross_val_score\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense\n", + "from keras.layers import Dropout" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def build_classifier():\n", + " classifier = Sequential()\n", + " classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))\n", + " classifier.add(Dropout(rate = 0.1))\n", + " classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n", + " classifier.add(Dropout(rate = 0.1))\n", + " classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))\n", + " classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n", + " return classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = KerasClassifier(build_fn = build_classifier, batch_size = 10, epochs = 10)\n", + "accuracies = cross_val_score(estimator = classifier, X = X_train, y = y_train, cv = 10, n_jobs = -1)\n", + "mean = accuracies.mean()\n", + "variance = accuracies.std()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8298749958351255" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.014235188540961891" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "variance" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Improving the ANN\n", + "# Dropout Regularization to reduce overfitting if needed\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Tuning the ANN\n", + "from keras.wrappers.scikit_learn import KerasClassifier\n", + "from sklearn.model_selection import GridSearchCV\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def build_classifier(optimizer):\n", + " classifier = Sequential()\n", + " classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))\n", + " classifier.add(Dropout(rate = 0.1))\n", + " classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n", + " classifier.add(Dropout(rate = 0.1))\n", + " classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))\n", + " classifier.compile(optimizer = optimizer, loss = 'binary_crossentropy', metrics = ['accuracy'])\n", + " return classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = KerasClassifier(build_fn = build_classifier)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "parameters = {'batch_size': [20, 25, 30],\n", + " 'epochs': [100, 150, 200],\n", + " 'optimizer': ['adam', 'rmsprop']}" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "grid_search = GridSearchCV(estimator = classifier,\n", + " scoring = 'accuracy',\n", + " param_grid = parameters,\n", + " cv = 10)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /home/igor/anaconda3/lib/python3.7/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Colocations handled automatically by placer.\n", + "WARNING:tensorflow:From /home/igor/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n", + "WARNING:tensorflow:From /home/igor/anaconda3/lib/python3.7/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use tf.cast instead.\n", + "Epoch 1/100\n", + "7200/7200 [==============================] - 1s 134us/step - loss: 0.5384 - acc: 0.7946\n", + "Epoch 2/100\n", + "7200/7200 [==============================] - 1s 101us/step - loss: 0.4388 - acc: 0.7971\n", + "Epoch 3/100\n", + "7200/7200 [==============================] - 1s 80us/step - loss: 0.4343 - acc: 0.7971\n", + "Epoch 4/100\n", + "7200/7200 [==============================] - 1s 97us/step - loss: 0.4316 - acc: 0.7971\n", + "Epoch 5/100\n", + "7200/7200 [==============================] - 1s 87us/step - loss: 0.4297 - acc: 0.7971\n", + "Epoch 6/100\n", + "7200/7200 [==============================] - 1s 92us/step - loss: 0.4278 - acc: 0.7971\n", + "Epoch 7/100\n", + "7200/7200 [==============================] - 1s 91us/step - loss: 0.4290 - acc: 0.7971\n", + "Epoch 8/100\n", + "7200/7200 [==============================] - 1s 87us/step - loss: 0.4267 - acc: 0.7971\n", + "Epoch 9/100\n", + "7200/7200 [==============================] - 1s 99us/step - loss: 0.4262 - acc: 0.7971\n", + "Epoch 10/100\n", + "7200/7200 [==============================] - 1s 89us/step - loss: 0.4237 - acc: 0.8146\n", + "Epoch 11/100\n", + "7200/7200 [==============================] - 1s 138us/step - loss: 0.4284 - acc: 0.8235\n", + "Epoch 12/100\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4266 - acc: 0.8264\n", + "Epoch 13/100\n", + "7200/7200 [==============================] - 1s 127us/step - loss: 0.4230 - acc: 0.8253\n", + "Epoch 14/100\n", + "7200/7200 [==============================] - 1s 108us/step - loss: 0.4259 - acc: 0.8250\n", + "Epoch 15/100\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4227 - acc: 0.8260\n", + "Epoch 16/100\n", + "7200/7200 [==============================] - 1s 97us/step - loss: 0.4258 - acc: 0.8272\n", + "Epoch 17/100\n", + "7200/7200 [==============================] - 1s 123us/step - loss: 0.4208 - acc: 0.8272\n", + "Epoch 18/100\n", + "7200/7200 [==============================] - 1s 109us/step - loss: 0.4209 - acc: 0.8278\n", + "Epoch 19/100\n", + "7200/7200 [==============================] - 1s 100us/step - loss: 0.4220 - acc: 0.8269\n", + "Epoch 20/100\n", + "7200/7200 [==============================] - 1s 92us/step - loss: 0.4218 - acc: 0.8276\n", + "Epoch 21/100\n", + "7200/7200 [==============================] - 1s 93us/step - loss: 0.4226 - acc: 0.8275\n", + "Epoch 22/100\n", + "7200/7200 [==============================] - 1s 94us/step - loss: 0.4233 - acc: 0.8289\n", + "Epoch 23/100\n", + "7200/7200 [==============================] - 1s 94us/step - loss: 0.4250 - acc: 0.8279\n", + "Epoch 24/100\n", + "7200/7200 [==============================] - 1s 90us/step - loss: 0.4231 - acc: 0.8269\n", + "Epoch 25/100\n", + "7200/7200 [==============================] - 1s 102us/step - loss: 0.4221 - acc: 0.8296\n", + "Epoch 26/100\n", + "7200/7200 [==============================] - 1s 95us/step - loss: 0.4237 - acc: 0.8278\n", + "Epoch 27/100\n", + "7200/7200 [==============================] - 1s 95us/step - loss: 0.4236 - acc: 0.8274\n", + "Epoch 28/100\n", + "7200/7200 [==============================] - 1s 91us/step - loss: 0.4259 - acc: 0.8278\n", + "Epoch 29/100\n", + "7200/7200 [==============================] - 1s 93us/step - loss: 0.4215 - acc: 0.8296\n", + "Epoch 30/100\n", + "7200/7200 [==============================] - 1s 94us/step - loss: 0.4246 - acc: 0.8258\n", + "Epoch 31/100\n", + "7200/7200 [==============================] - 1s 87us/step - loss: 0.4233 - acc: 0.8286\n", + "Epoch 32/100\n", + "7200/7200 [==============================] - 1s 95us/step - loss: 0.4224 - acc: 0.8251\n", + "Epoch 33/100\n", + "7200/7200 [==============================] - 1s 87us/step - loss: 0.4210 - acc: 0.8300\n", + "Epoch 34/100\n", + "7200/7200 [==============================] - 1s 124us/step - loss: 0.4250 - acc: 0.8288\n", + "Epoch 35/100\n", + "7200/7200 [==============================] - 1s 95us/step - loss: 0.4210 - acc: 0.8281\n", + "Epoch 36/100\n", + "7200/7200 [==============================] - 1s 106us/step - loss: 0.4224 - acc: 0.8275\n", + "Epoch 37/100\n", + "7200/7200 [==============================] - 1s 84us/step - loss: 0.4190 - acc: 0.8283\n", + "Epoch 38/100\n", + "7200/7200 [==============================] - 1s 93us/step - loss: 0.4218 - acc: 0.8294\n", + "Epoch 39/100\n", + "7200/7200 [==============================] - 1s 99us/step - loss: 0.4209 - acc: 0.8265\n", + "Epoch 40/100\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4242 - acc: 0.8288\n", + "Epoch 41/100\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4246 - acc: 0.8276\n", + "Epoch 42/100\n", + "7200/7200 [==============================] - 1s 93us/step - loss: 0.4266 - acc: 0.8279\n", + "Epoch 43/100\n", + "7200/7200 [==============================] - 1s 98us/step - loss: 0.4229 - acc: 0.8279\n", + "Epoch 44/100\n", + "7200/7200 [==============================] - 1s 106us/step - loss: 0.4215 - acc: 0.8292\n", + "Epoch 45/100\n", + "7200/7200 [==============================] - 1s 106us/step - loss: 0.4231 - acc: 0.8278\n", + "Epoch 46/100\n", + "7200/7200 [==============================] - 1s 102us/step - loss: 0.4209 - acc: 0.8294\n", + "Epoch 47/100\n", + "7200/7200 [==============================] - 1s 120us/step - loss: 0.4210 - acc: 0.8317\n", + "Epoch 48/100\n", + "7200/7200 [==============================] - 1s 89us/step - loss: 0.4201 - acc: 0.8293\n", + "Epoch 49/100\n", + "7200/7200 [==============================] - 1s 87us/step - loss: 0.4227 - acc: 0.8297\n", + "Epoch 50/100\n", + "7200/7200 [==============================] - 1s 99us/step - loss: 0.4217 - acc: 0.8292\n", + "Epoch 51/100\n", + "7200/7200 [==============================] - 1s 97us/step - loss: 0.4213 - acc: 0.8299\n", + "Epoch 52/100\n", + "7200/7200 [==============================] - 1s 83us/step - loss: 0.4232 - acc: 0.8293\n", + "Epoch 53/100\n", + "7200/7200 [==============================] - 1s 77us/step - loss: 0.4205 - acc: 0.8292\n", + "Epoch 54/100\n", + "7200/7200 [==============================] - 1s 80us/step - loss: 0.4203 - acc: 0.8293\n", + "Epoch 55/100\n", + "7200/7200 [==============================] - 1s 81us/step - loss: 0.4196 - acc: 0.8300\n", + "Epoch 56/100\n", + "7200/7200 [==============================] - 1s 84us/step - loss: 0.4198 - acc: 0.8307\n", + "Epoch 57/100\n", + "7200/7200 [==============================] - 1s 93us/step - loss: 0.4200 - acc: 0.8281\n", + "Epoch 58/100\n", + "7200/7200 [==============================] - 1s 101us/step - loss: 0.4240 - acc: 0.8283\n", + "Epoch 59/100\n", + "7200/7200 [==============================] - 1s 94us/step - loss: 0.4215 - acc: 0.8282\n", + "Epoch 60/100\n", + "7200/7200 [==============================] - 1s 76us/step - loss: 0.4218 - acc: 0.8303\n", + "Epoch 61/100\n", + "7200/7200 [==============================] - 1s 91us/step - loss: 0.4203 - acc: 0.8304: 0s - loss: 0.4193 - acc: 0.8\n", + "Epoch 62/100\n", + "7200/7200 [==============================] - 1s 90us/step - loss: 0.4186 - acc: 0.8311\n", + "Epoch 63/100\n", + "7200/7200 [==============================] - 1s 111us/step - loss: 0.4213 - acc: 0.8289\n", + "Epoch 64/100\n", + "7200/7200 [==============================] - 1s 84us/step - loss: 0.4178 - acc: 0.8338\n", + "Epoch 65/100\n", + "7200/7200 [==============================] - 1s 93us/step - loss: 0.4195 - acc: 0.8288\n", + "Epoch 66/100\n", + "7200/7200 [==============================] - 1s 84us/step - loss: 0.4194 - acc: 0.8288\n", + "Epoch 67/100\n", + "7200/7200 [==============================] - 1s 89us/step - loss: 0.4237 - acc: 0.8296\n", + "Epoch 68/100\n", + "7200/7200 [==============================] - 1s 92us/step - loss: 0.4219 - acc: 0.8319\n", + "Epoch 69/100\n", + "7200/7200 [==============================] - 1s 95us/step - loss: 0.4193 - acc: 0.8297\n", + "Epoch 70/100\n", + "7200/7200 [==============================] - 1s 113us/step - loss: 0.4225 - acc: 0.8297\n", + "Epoch 71/100\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4209 - acc: 0.8317\n", + "Epoch 72/100\n", + "7200/7200 [==============================] - 1s 119us/step - loss: 0.4192 - acc: 0.8314\n", + "Epoch 73/100\n", + "7200/7200 [==============================] - 1s 118us/step - loss: 0.4209 - acc: 0.8303\n", + "Epoch 74/100\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4242 - acc: 0.8315\n", + "Epoch 75/100\n", + "7200/7200 [==============================] - 1s 120us/step - loss: 0.4212 - acc: 0.8300\n", + "Epoch 76/100\n", + "7200/7200 [==============================] - 1s 90us/step - loss: 0.4215 - acc: 0.8310\n", + "Epoch 77/100\n", + "7200/7200 [==============================] - 1s 126us/step - loss: 0.4223 - acc: 0.8304\n", + "Epoch 78/100\n", + "7200/7200 [==============================] - 1s 93us/step - loss: 0.4215 - acc: 0.8306\n", + "Epoch 79/100\n", + "7200/7200 [==============================] - 1s 96us/step - loss: 0.4213 - acc: 0.8307\n", + "Epoch 80/100\n", + "7200/7200 [==============================] - 0s 66us/step - loss: 0.4200 - acc: 0.8306\n", + "Epoch 81/100\n", + "7200/7200 [==============================] - 0s 66us/step - loss: 0.4207 - acc: 0.8312\n", + "Epoch 82/100\n", + "7200/7200 [==============================] - 1s 71us/step - loss: 0.4209 - acc: 0.8310\n", + "Epoch 83/100\n", + "7200/7200 [==============================] - 1s 77us/step - loss: 0.4230 - acc: 0.8317\n", + "Epoch 84/100\n", + "7200/7200 [==============================] - 1s 82us/step - loss: 0.4251 - acc: 0.8289\n", + "Epoch 85/100\n", + "7200/7200 [==============================] - 1s 121us/step - loss: 0.4209 - acc: 0.8304\n", + "Epoch 86/100\n", + "7200/7200 [==============================] - 1s 106us/step - loss: 0.4203 - acc: 0.8307\n", + "Epoch 87/100\n", + "7200/7200 [==============================] - 1s 114us/step - loss: 0.4188 - acc: 0.8307\n", + "Epoch 88/100\n", + "7200/7200 [==============================] - 1s 150us/step - loss: 0.4236 - acc: 0.8274\n", + "Epoch 89/100\n", + "7200/7200 [==============================] - 1s 144us/step - loss: 0.4195 - acc: 0.8306\n", + "Epoch 90/100\n", + "7200/7200 [==============================] - 1s 122us/step - loss: 0.4218 - acc: 0.8299\n", + "Epoch 91/100\n", + "7200/7200 [==============================] - 1s 107us/step - loss: 0.4214 - acc: 0.8313\n", + "Epoch 92/100\n", + "7200/7200 [==============================] - 1s 107us/step - loss: 0.4203 - acc: 0.8292\n", + "Epoch 93/100\n", + "7200/7200 [==============================] - 1s 87us/step - loss: 0.4209 - acc: 0.8315\n", + "Epoch 94/100\n", + "7200/7200 [==============================] - 1s 116us/step - loss: 0.4187 - acc: 0.8319\n", + "Epoch 95/100\n", + "7200/7200 [==============================] - 1s 119us/step - loss: 0.4214 - acc: 0.8306\n", + "Epoch 96/100\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4197 - acc: 0.8307\n", + "Epoch 97/100\n", + "7200/7200 [==============================] - 1s 91us/step - loss: 0.4190 - acc: 0.8308\n", + "Epoch 98/100\n", + "7200/7200 [==============================] - 1s 86us/step - loss: 0.4206 - acc: 0.8332\n", + "Epoch 99/100\n", + "7200/7200 [==============================] - 1s 114us/step - loss: 0.4235 - acc: 0.8311\n", + "Epoch 100/100\n", + "7200/7200 [==============================] - 1s 97us/step - loss: 0.4208 - acc: 0.8315\n", + "Epoch 1/100\n", + "7200/7200 [==============================] - 1s 152us/step - loss: 0.5630 - acc: 0.7954\n", + "Epoch 2/100\n", + "7200/7200 [==============================] - 1s 91us/step - loss: 0.4414 - acc: 0.8019\n", + "Epoch 3/100\n", + "7200/7200 [==============================] - 1s 90us/step - loss: 0.4266 - acc: 0.8183\n", + "Epoch 4/100\n", + "7200/7200 [==============================] - 1s 88us/step - loss: 0.4275 - acc: 0.8154\n", + "Epoch 5/100\n", + "7200/7200 [==============================] - 1s 90us/step - loss: 0.4227 - acc: 0.8193\n", + "Epoch 6/100\n", + "7200/7200 [==============================] - 1s 90us/step - loss: 0.4182 - acc: 0.8179\n", + "Epoch 7/100\n", + "7200/7200 [==============================] - 1s 90us/step - loss: 0.4097 - acc: 0.8219\n", + "Epoch 8/100\n", + "7200/7200 [==============================] - 1s 91us/step - loss: 0.4063 - acc: 0.8207\n", + "Epoch 9/100\n", + "7200/7200 [==============================] - 1s 85us/step - loss: 0.4083 - acc: 0.8208\n", + "Epoch 10/100\n", + "7200/7200 [==============================] - 1s 95us/step - loss: 0.4115 - acc: 0.8143\n", + "Epoch 11/100\n", + "7200/7200 [==============================] - 1s 95us/step - loss: 0.4045 - acc: 0.8219\n", + "Epoch 12/100\n", + "7200/7200 [==============================] - 1s 85us/step - loss: 0.4046 - acc: 0.8172\n", + "Epoch 13/100\n", + "7200/7200 [==============================] - 1s 92us/step - loss: 0.4010 - acc: 0.8224\n", + "Epoch 14/100\n", + "7200/7200 [==============================] - 1s 96us/step - loss: 0.4021 - acc: 0.8213\n", + "Epoch 15/100\n", + "7200/7200 [==============================] - 1s 85us/step - loss: 0.4006 - acc: 0.8208\n", + "Epoch 16/100\n", + "7200/7200 [==============================] - 1s 91us/step - loss: 0.4048 - acc: 0.8188\n", + "Epoch 17/100\n", + "7200/7200 [==============================] - 1s 86us/step - loss: 0.3977 - acc: 0.8242\n", + "Epoch 18/100\n", + "7200/7200 [==============================] - 1s 95us/step - loss: 0.3993 - acc: 0.8211\n", + "Epoch 19/100\n", + "7200/7200 [==============================] - 1s 92us/step - loss: 0.4033 - acc: 0.8240\n", + "Epoch 20/100\n", + "7200/7200 [==============================] - 1s 96us/step - loss: 0.3999 - acc: 0.8247\n", + "Epoch 21/100\n", + "7200/7200 [==============================] - 1s 88us/step - loss: 0.3981 - acc: 0.8303\n", + "Epoch 22/100\n", + "7200/7200 [==============================] - 1s 92us/step - loss: 0.3990 - acc: 0.8333\n", + "Epoch 23/100\n", + "7200/7200 [==============================] - 1s 92us/step - loss: 0.4010 - acc: 0.8324\n", + "Epoch 24/100\n", + "7200/7200 [==============================] - 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loss: 0.3823 - acc: 0.8382\n", + "Epoch 51/200\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.3834 - acc: 0.8362\n", + "Epoch 52/200\n", + "7200/7200 [==============================] - 1s 106us/step - loss: 0.3845 - acc: 0.8350\n", + "Epoch 53/200\n", + "7200/7200 [==============================] - 1s 106us/step - loss: 0.3861 - acc: 0.8343\n", + "Epoch 54/200\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.3857 - acc: 0.8317\n", + "Epoch 55/200\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.3831 - acc: 0.8360\n", + "Epoch 56/200\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.3840 - acc: 0.8361\n", + "Epoch 57/200\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.3864 - acc: 0.8353\n", + "Epoch 58/200\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.3841 - acc: 0.8357\n", + "Epoch 59/200\n", + "7200/7200 [==============================] - 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1s 182us/step - loss: 0.4173 - acc: 0.8339\n", + "Epoch 174/200\n", + "8000/8000 [==============================] - 1s 184us/step - loss: 0.4170 - acc: 0.8342\n", + "Epoch 175/200\n", + "8000/8000 [==============================] - 1s 182us/step - loss: 0.4190 - acc: 0.8314\n", + "Epoch 176/200\n", + "8000/8000 [==============================] - 1s 184us/step - loss: 0.4191 - acc: 0.8320\n", + "Epoch 177/200\n", + "8000/8000 [==============================] - 1s 183us/step - loss: 0.4185 - acc: 0.8319\n", + "Epoch 178/200\n", + "8000/8000 [==============================] - 1s 183us/step - loss: 0.4191 - acc: 0.8325\n", + "Epoch 179/200\n", + "8000/8000 [==============================] - 1s 181us/step - loss: 0.4182 - acc: 0.8337\n", + "Epoch 180/200\n", + "8000/8000 [==============================] - 1s 183us/step - loss: 0.4210 - acc: 0.8349\n", + "Epoch 181/200\n", + "8000/8000 [==============================] - 1s 182us/step - loss: 0.4165 - acc: 0.8315\n", + "Epoch 182/200\n", + "8000/8000 [==============================] - 1s 183us/step - loss: 0.4197 - acc: 0.8302\n", + "Epoch 183/200\n", + "8000/8000 [==============================] - 1s 182us/step - loss: 0.4199 - acc: 0.8326\n", + "Epoch 184/200\n", + "8000/8000 [==============================] - 2s 193us/step - loss: 0.4191 - acc: 0.8321\n", + "Epoch 185/200\n", + "8000/8000 [==============================] - 2s 189us/step - loss: 0.4202 - acc: 0.8327\n", + "Epoch 186/200\n", + "8000/8000 [==============================] - 1s 183us/step - loss: 0.4152 - acc: 0.8326\n", + "Epoch 187/200\n", + "8000/8000 [==============================] - 1s 181us/step - loss: 0.4166 - acc: 0.8332\n", + "Epoch 188/200\n", + "8000/8000 [==============================] - 1s 181us/step - loss: 0.4198 - acc: 0.8335\n", + "Epoch 189/200\n", + "8000/8000 [==============================] - 1s 184us/step - loss: 0.4228 - acc: 0.8319\n", + "Epoch 190/200\n", + "8000/8000 [==============================] - 1s 182us/step - loss: 0.4171 - acc: 0.8345\n", + "Epoch 191/200\n", + "8000/8000 [==============================] - 1s 187us/step - loss: 0.4170 - acc: 0.8351\n", + "Epoch 192/200\n", + "8000/8000 [==============================] - 1s 182us/step - loss: 0.4179 - acc: 0.8322\n", + "Epoch 193/200\n", + "8000/8000 [==============================] - 1s 184us/step - loss: 0.4176 - acc: 0.8327\n", + "Epoch 194/200\n", + "8000/8000 [==============================] - 1s 182us/step - loss: 0.4161 - acc: 0.8345\n", + "Epoch 195/200\n", + "8000/8000 [==============================] - 1s 183us/step - loss: 0.4218 - acc: 0.8334\n", + "Epoch 196/200\n", + "8000/8000 [==============================] - 1s 182us/step - loss: 0.4183 - acc: 0.8340\n", + "Epoch 197/200\n", + "8000/8000 [==============================] - 1s 182us/step - loss: 0.4188 - acc: 0.8319\n", + "Epoch 198/200\n", + "8000/8000 [==============================] - 1s 183us/step - loss: 0.4188 - acc: 0.8349\n", + "Epoch 199/200\n", + "8000/8000 [==============================] - 1s 182us/step - loss: 0.4178 - acc: 0.8349\n", + "Epoch 200/200\n", + "8000/8000 [==============================] - 1s 182us/step - loss: 0.4179 - acc: 0.8316\n" + ] + } + ], + "source": [ + "grid_search = grid_search.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "best_parameters = grid_search.best_params_\n", + "best_accuracy = grid_search.best_score_" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'batch_size': 25, 'epochs': 200, 'optimizer': 'rmsprop'}" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "best_parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8395" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "best_accuracy" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.1" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}