From 0cb3eba2b89d565a33e88cfc92d59912f93df341 Mon Sep 17 00:00:00 2001 From: MrVictor42 Date: Sun, 29 Sep 2019 11:06:00 -0300 Subject: [PATCH 1/2] Better accuracy for datas. 87% --- ArtificialNeuralNetwork.ipynb | 6527 +++++++++++++++++++++++++++++---- 1 file changed, 5811 insertions(+), 716 deletions(-) diff --git a/ArtificialNeuralNetwork.ipynb b/ArtificialNeuralNetwork.ipynb index 7d3246d..422544b 100644 --- a/ArtificialNeuralNetwork.ipynb +++ b/ArtificialNeuralNetwork.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -19,82 +19,60 @@ "output_type": "stream", "text": [ "Collecting git+git://github.com/Theano/Theano.git\n", - " Cloning git://github.com/Theano/Theano.git to /private/var/folders/xv/6xdsnhm10jg5y1g0bm3kp9140000gp/T/pip-req-build-8g5oafk2\n", - " Running command git clone -q git://github.com/Theano/Theano.git /private/var/folders/xv/6xdsnhm10jg5y1g0bm3kp9140000gp/T/pip-req-build-8g5oafk2\n", + " Cloning git://github.com/Theano/Theano.git to /tmp/pip-req-build-j3te7emg\n", + " Running command git clone -q git://github.com/Theano/Theano.git /tmp/pip-req-build-j3te7emg\n", "Building wheels for collected packages: Theano\n", " Building wheel for Theano (setup.py) ... \u001b[?25ldone\n", - "\u001b[?25h Created wheel for Theano: filename=Theano-1.0.4+21.g8f510a1f0-cp36-none-any.whl size=2666379 sha256=041cb3a9e761cab5d820669c49be2cb71215f819b38d3ca8810aee93f4551093\n", - " Stored in directory: /private/var/folders/xv/6xdsnhm10jg5y1g0bm3kp9140000gp/T/pip-ephem-wheel-cache-pri53nb7/wheels/ae/32/7c/62beb8371953eb20c271b3bac7d0e56e1a2020d46994346b52\n", + "\u001b[?25h Created wheel for Theano: filename=Theano-1.0.4+21.g8f510a1f0-cp37-none-any.whl size=2667500 sha256=b9ae5eedee64c96d9905ce650dfc978cc5b6b365449449c57c7c64ff3a99610e\n", + " Stored in directory: /tmp/pip-ephem-wheel-cache-1j2dd86o/wheels/ae/32/7c/62beb8371953eb20c271b3bac7d0e56e1a2020d46994346b52\n", "Successfully built Theano\n", "Installing collected packages: Theano\n", " Found existing installation: Theano 1.0.4+21.g8f510a1f0\n", " Uninstalling Theano-1.0.4+21.g8f510a1f0:\n", " Successfully uninstalled Theano-1.0.4+21.g8f510a1f0\n", "Successfully installed Theano-1.0.4+21.g8f510a1f0\n", - "Collecting tensorflow\n", - " Using cached https://files.pythonhosted.org/packages/27/8c/7608ba709bd536bc2bccb0d1abbb70aafe9cf7e0170353b4b720ed54cb71/tensorflow-1.14.0-cp36-cp36m-macosx_10_11_x86_64.whl\n", - "Requirement already satisfied, skipping upgrade: wrapt>=1.11.1 in /Users/dorgam/.local/lib/python3.6/site-packages (from tensorflow) (1.11.1)\n", - "Requirement already satisfied, skipping upgrade: termcolor>=1.1.0 in /anaconda3/lib/python3.6/site-packages (from tensorflow) (1.1.0)\n", - "Requirement already satisfied, skipping upgrade: six>=1.10.0 in 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https://files.pythonhosted.org/packages/3c/d5/21860a5b11caf0678fbc8319341b0ae21a07156911132e0e71bffed0510d/tensorflow_estimator-1.14.0-py2.py3-none-any.whl\n", - "Requirement already satisfied, skipping upgrade: astor>=0.6.0 in /anaconda3/lib/python3.6/site-packages (from tensorflow) (0.7.1)\n", - "Requirement already satisfied, skipping upgrade: numpy<2.0,>=1.14.5 in /anaconda3/lib/python3.6/site-packages (from tensorflow) (1.17.2)\n", - "Collecting google-pasta>=0.1.6 (from tensorflow)\n", - " Using cached https://files.pythonhosted.org/packages/d0/33/376510eb8d6246f3c30545f416b2263eee461e40940c2a4413c711bdf62d/google_pasta-0.1.7-py3-none-any.whl\n", - "Requirement already satisfied, skipping upgrade: protobuf>=3.6.1 in /anaconda3/lib/python3.6/site-packages (from tensorflow) (3.6.1)\n", - "Requirement already satisfied, skipping upgrade: gast>=0.2.0 in /anaconda3/lib/python3.6/site-packages (from tensorflow) (0.2.0)\n", - "Requirement already satisfied, skipping upgrade: keras-preprocessing>=1.0.5 in /anaconda3/lib/python3.6/site-packages (from tensorflow) (1.1.0)\n", - "Requirement already satisfied, skipping upgrade: werkzeug>=0.11.15 in /anaconda3/lib/python3.6/site-packages (from tensorboard<1.15.0,>=1.14.0->tensorflow) (0.14.1)\n", - "Collecting setuptools>=41.0.0 (from tensorboard<1.15.0,>=1.14.0->tensorflow)\n", - " Using cached https://files.pythonhosted.org/packages/b2/86/095d2f7829badc207c893dd4ac767e871f6cd547145df797ea26baea4e2e/setuptools-41.2.0-py2.py3-none-any.whl\n", - "Requirement already satisfied, skipping upgrade: markdown>=2.6.8 in /anaconda3/lib/python3.6/site-packages (from tensorboard<1.15.0,>=1.14.0->tensorflow) (3.0.1)\n", - "Requirement already satisfied, skipping upgrade: h5py in /anaconda3/lib/python3.6/site-packages (from keras-applications>=1.0.6->tensorflow) (2.7.1)\n", - "\u001b[31mERROR: rasa-core 0.11.12 has requirement tensorflow==1.10.0, but you'll have tensorflow 1.14.0 which is incompatible.\u001b[0m\n", - "Installing collected packages: absl-py, setuptools, tensorboard, tensorflow-estimator, google-pasta, tensorflow\n", - " Found existing installation: absl-py 0.6.1\n", - " Uninstalling absl-py-0.6.1:\n", - " Successfully uninstalled absl-py-0.6.1\n", - " Found existing installation: setuptools 39.1.0\n", - " Uninstalling setuptools-39.1.0:\n", - " Successfully uninstalled setuptools-39.1.0\n", - " Found existing installation: tensorboard 1.13.1\n", - " Uninstalling tensorboard-1.13.1:\n", - " Successfully uninstalled tensorboard-1.13.1\n", - " Found existing installation: tensorflow-estimator 1.13.0\n", - " Uninstalling tensorflow-estimator-1.13.0:\n", - " Successfully uninstalled tensorflow-estimator-1.13.0\n", - " Found existing installation: tensorflow 1.13.1\n", - " Uninstalling tensorflow-1.13.1:\n", - " Successfully uninstalled tensorflow-1.13.1\n", - "Successfully installed absl-py-0.8.0 google-pasta-0.1.7 setuptools-41.2.0 tensorboard-1.14.0 tensorflow-1.14.0 tensorflow-estimator-1.14.0\n", - "Requirement already up-to-date: keras in /anaconda3/lib/python3.6/site-packages (2.2.5)\n", - "Requirement already satisfied, skipping upgrade: numpy>=1.9.1 in /anaconda3/lib/python3.6/site-packages (from keras) (1.17.2)\n", - "Requirement already satisfied, skipping upgrade: scipy>=0.14 in /anaconda3/lib/python3.6/site-packages (from keras) (1.1.0)\n", - "Requirement already satisfied, skipping upgrade: keras-applications>=1.0.8 in /anaconda3/lib/python3.6/site-packages (from keras) (1.0.8)\n", - "Requirement already satisfied, skipping upgrade: keras-preprocessing>=1.1.0 in /anaconda3/lib/python3.6/site-packages (from keras) (1.1.0)\n", - "Requirement already satisfied, skipping upgrade: pyyaml in /anaconda3/lib/python3.6/site-packages (from keras) (3.12)\n", - "Requirement already satisfied, skipping upgrade: six>=1.9.0 in /anaconda3/lib/python3.6/site-packages (from keras) (1.11.0)\n", - "Requirement already satisfied, skipping upgrade: h5py in 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(from tensorflow) (1.14.0)\n", + "Requirement already satisfied, skipping upgrade: wrapt>=1.11.1 in /home/victor/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.11.1)\n", + "Requirement already satisfied, skipping upgrade: setuptools in /home/victor/anaconda3/lib/python3.7/site-packages (from protobuf>=3.6.1->tensorflow) (41.2.0)\n", + "Requirement already satisfied, skipping upgrade: h5py in /home/victor/anaconda3/lib/python3.7/site-packages (from keras-applications>=1.0.6->tensorflow) (2.9.0)\n", + "Requirement already satisfied, skipping upgrade: markdown>=2.6.8 in /home/victor/anaconda3/lib/python3.7/site-packages (from tensorboard<1.15.0,>=1.14.0->tensorflow) (3.1.1)\n", + "Requirement already satisfied, skipping upgrade: werkzeug>=0.11.15 in /home/victor/anaconda3/lib/python3.7/site-packages (from tensorboard<1.15.0,>=1.14.0->tensorflow) (0.14.1)\n", + "Requirement already up-to-date: keras in /home/victor/anaconda3/lib/python3.7/site-packages (2.3.0)\n", + 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keras) (1.0.8)\n", + "Requirement already up-to-date: pip in /home/victor/anaconda3/lib/python3.7/site-packages (19.2.3)\n", + "Requirement already up-to-date: pandas in /home/victor/anaconda3/lib/python3.7/site-packages (0.25.1)\n", + "Requirement already up-to-date: numpy in /home/victor/anaconda3/lib/python3.7/site-packages (1.17.2)\n", + "Requirement already up-to-date: matplotlib in /home/victor/anaconda3/lib/python3.7/site-packages (3.1.1)\n", + "Requirement already up-to-date: sklearn in /home/victor/anaconda3/lib/python3.7/site-packages (0.0)\n", + "Requirement already satisfied, skipping upgrade: python-dateutil>=2.6.1 in /home/victor/anaconda3/lib/python3.7/site-packages (from pandas) (2.8.0)\n", + "Requirement already satisfied, skipping upgrade: pytz>=2017.2 in /home/victor/anaconda3/lib/python3.7/site-packages (from pandas) (2018.9)\n", + "Requirement already satisfied, skipping upgrade: cycler>=0.10 in /home/victor/anaconda3/lib/python3.7/site-packages (from matplotlib) (0.10.0)\n", + "Requirement already satisfied, skipping upgrade: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /home/victor/anaconda3/lib/python3.7/site-packages (from matplotlib) (2.3.1)\n", + "Requirement already satisfied, skipping upgrade: kiwisolver>=1.0.1 in /home/victor/anaconda3/lib/python3.7/site-packages (from matplotlib) (1.0.1)\n", + "Requirement already satisfied, skipping upgrade: scikit-learn in /home/victor/anaconda3/lib/python3.7/site-packages (from sklearn) (0.20.3)\n", + "Requirement already satisfied, skipping upgrade: six>=1.5 in /home/victor/anaconda3/lib/python3.7/site-packages (from python-dateutil>=2.6.1->pandas) (1.12.0)\n", + "Requirement already satisfied, skipping upgrade: setuptools in /home/victor/anaconda3/lib/python3.7/site-packages (from kiwisolver>=1.0.1->matplotlib) (41.2.0)\n", + "Requirement already satisfied, skipping upgrade: scipy>=0.13.3 in /home/victor/anaconda3/lib/python3.7/site-packages (from scikit-learn->sklearn) (1.2.1)\n" ] } ], @@ -128,7 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RowNumberCustomerIdSurnameCreditScoreGeographyGenderAgeTenureBalanceNumOfProductsHasCrCardIsActiveMemberEstimatedSalaryExited
0115634602Hargrave619FranceFemale4220.00111101348.881
1215647311Hill608SpainFemale41183807.86101112542.580
2315619304Onio502FranceFemale428159660.80310113931.571
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" + ], + "text/plain": [ + " RowNumber CustomerId Surname CreditScore Geography Gender Age \\\n", + "0 1 15634602 Hargrave 619 France Female 42 \n", + "1 2 15647311 Hill 608 Spain Female 41 \n", + "2 3 15619304 Onio 502 France Female 42 \n", + "3 4 15701354 Boni 699 France Female 39 \n", + "4 5 15737888 Mitchell 850 Spain Female 43 \n", + "\n", + " Tenure Balance NumOfProducts HasCrCard IsActiveMember \\\n", + "0 2 0.00 1 1 1 \n", + "1 1 83807.86 1 0 1 \n", + "2 8 159660.80 3 1 0 \n", + "3 1 0.00 2 0 0 \n", + "4 2 125510.82 1 1 1 \n", + "\n", + " EstimatedSalary Exited \n", + "0 101348.88 1 \n", + "1 112542.58 0 \n", + "2 113931.57 1 \n", + "3 93826.63 0 \n", + "4 79084.10 0 " + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dataset.head()" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -183,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -191,20 +333,32 @@ "output_type": "stream", "text": [ "X >>\n", - " [[0.0000000e+00 0.0000000e+00 6.1900000e+02 ... 1.0000000e+00\n", + " [[0.0000000e+00 0.0000000e+00 2.2800000e+02 ... 1.0000000e+00\n", " 1.0000000e+00 1.0134888e+05]\n", - " [0.0000000e+00 1.0000000e+00 6.0800000e+02 ... 0.0000000e+00\n", + " [1.0000000e+00 0.0000000e+00 2.1700000e+02 ... 0.0000000e+00\n", " 1.0000000e+00 1.1254258e+05]\n", - " [0.0000000e+00 0.0000000e+00 5.0200000e+02 ... 1.0000000e+00\n", + " [0.0000000e+00 0.0000000e+00 1.1100000e+02 ... 1.0000000e+00\n", " 0.0000000e+00 1.1393157e+05]\n", " ...\n", - " [0.0000000e+00 0.0000000e+00 7.0900000e+02 ... 0.0000000e+00\n", + " [0.0000000e+00 0.0000000e+00 3.1800000e+02 ... 0.0000000e+00\n", " 1.0000000e+00 4.2085580e+04]\n", - " [1.0000000e+00 0.0000000e+00 7.7200000e+02 ... 1.0000000e+00\n", + " [0.0000000e+00 1.0000000e+00 3.8100000e+02 ... 1.0000000e+00\n", " 0.0000000e+00 9.2888520e+04]\n", - " [0.0000000e+00 0.0000000e+00 7.9200000e+02 ... 1.0000000e+00\n", + " [0.0000000e+00 0.0000000e+00 4.0100000e+02 ... 1.0000000e+00\n", " 0.0000000e+00 3.8190780e+04]]\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/victor/anaconda3/lib/python3.7/site-packages/sklearn/preprocessing/_encoders.py:371: 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/victor/anaconda3/lib/python3.7/site-packages/sklearn/preprocessing/_encoders.py:392: 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": [ @@ -228,10 +382,11 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 12, "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)" ] @@ -245,7 +400,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -267,7 +422,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -278,7 +433,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -286,16 +441,18 @@ "classifier = Sequential()\n", "\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(Dense(units = 11, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))\n", "\n", "# Adding the second hidden layer\n", - "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n", + "classifier.add(Dense(units = 12, kernel_initializer = 'uniform', activation = 'relu'))\n", "\n", "# Adding the output layer\n", + "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n", + "\n", "classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))\n", "\n", "# Compiling the ANN\n", - "classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])" + "classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy', 'binary_accuracy'])" ] }, { @@ -307,230 +464,1079 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "WARNING:tensorflow:From /anaconda3/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:1033: The name tf.assign_add is deprecated. Please use tf.compat.v1.assign_add instead.\n", + "WARNING:tensorflow:From /home/victor/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:422: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n", "\n", - "Epoch 1/100\n", - "8000/8000 [==============================] - 2s 222us/step - loss: 0.4930 - acc: 0.8002\n", - "Epoch 2/100\n", - "8000/8000 [==============================] - 1s 181us/step - loss: 0.4089 - acc: 0.8222\n", - "Epoch 3/100\n", - "8000/8000 [==============================] - 1s 178us/step - loss: 0.3939 - acc: 0.8297\n", - "Epoch 4/100\n", - "8000/8000 [==============================] - 2s 193us/step - loss: 0.3856 - acc: 0.8314\n", - "Epoch 5/100\n", - "8000/8000 [==============================] - 2s 199us/step - loss: 0.3789 - acc: 0.8296\n", - "Epoch 6/100\n", - "8000/8000 [==============================] - 2s 210us/step - loss: 0.3734 - acc: 0.8394\n", - "Epoch 7/100\n", - "8000/8000 [==============================] - 2s 188us/step - loss: 0.3687 - acc: 0.8481\n", - "Epoch 8/100\n", - "8000/8000 [==============================] - 2s 279us/step - loss: 0.3670 - acc: 0.8480\n", - "Epoch 9/100\n", - "8000/8000 [==============================] - 2s 277us/step - loss: 0.3627 - acc: 0.8516\n", - "Epoch 10/100\n", - "8000/8000 [==============================] - 2s 235us/step - loss: 0.3606 - acc: 0.8531\n", - "Epoch 11/100\n", - "8000/8000 [==============================] - 2s 300us/step - loss: 0.3583 - acc: 0.8534\n", - "Epoch 12/100\n", - "8000/8000 [==============================] - 2s 217us/step - loss: 0.3567 - acc: 0.8546\n", - "Epoch 13/100\n", - "8000/8000 [==============================] - 1s 181us/step - loss: 0.3549 - acc: 0.8546\n", - "Epoch 14/100\n", - "8000/8000 [==============================] - 2s 197us/step - loss: 0.3531 - acc: 0.8552\n", - "Epoch 15/100\n", - "8000/8000 [==============================] - 2s 191us/step - loss: 0.3511 - acc: 0.8562\n", - "Epoch 16/100\n", - "8000/8000 [==============================] - 1s 179us/step - loss: 0.3495 - acc: 0.8567\n", - "Epoch 17/100\n", - "8000/8000 [==============================] - 1s 176us/step - loss: 0.3487 - acc: 0.8549\n", - "Epoch 18/100\n", - "8000/8000 [==============================] - 2s 199us/step - loss: 0.3480 - acc: 0.8610\n", - "Epoch 19/100\n", - "8000/8000 [==============================] - 1s 181us/step - loss: 0.3468 - acc: 0.8570\n", - "Epoch 20/100\n", - "8000/8000 [==============================] - 1s 174us/step - loss: 0.3456 - acc: 0.8576\n", - "Epoch 21/100\n", - "8000/8000 [==============================] - 1s 185us/step - loss: 0.3447 - acc: 0.8615\n", - "Epoch 22/100\n", - "8000/8000 [==============================] - 1s 181us/step - loss: 0.3432 - acc: 0.8615\n", - "Epoch 23/100\n", - "8000/8000 [==============================] - 1s 184us/step - loss: 0.3421 - acc: 0.8597\n", - "Epoch 24/100\n", - "8000/8000 [==============================] - 1s 186us/step - loss: 0.3434 - acc: 0.8612\n", - "Epoch 25/100\n", - "8000/8000 [==============================] - 1s 179us/step - loss: 0.3420 - acc: 0.8622\n", - "Epoch 26/100\n", - "8000/8000 [==============================] - 1s 174us/step - loss: 0.3403 - acc: 0.8631\n", - "Epoch 27/100\n", - "8000/8000 [==============================] - 1s 179us/step - loss: 0.3410 - acc: 0.8611\n", - "Epoch 28/100\n", - "8000/8000 [==============================] - 1s 172us/step - loss: 0.3401 - acc: 0.8615\n", - "Epoch 29/100\n", - "8000/8000 [==============================] - 1s 169us/step - loss: 0.3400 - acc: 0.8602\n", - "Epoch 30/100\n", - "8000/8000 [==============================] - 1s 181us/step - loss: 0.3390 - acc: 0.8594\n", - "Epoch 31/100\n", - "8000/8000 [==============================] - 1s 181us/step - loss: 0.3397 - acc: 0.8606\n", - "Epoch 32/100\n", - "8000/8000 [==============================] - 1s 184us/step - loss: 0.3389 - acc: 0.8616\n", - "Epoch 33/100\n", - "8000/8000 [==============================] - 2s 210us/step - loss: 0.3382 - acc: 0.8625\n", - "Epoch 34/100\n", - "8000/8000 [==============================] - 1s 181us/step - loss: 0.3388 - acc: 0.8625\n", - "Epoch 35/100\n", - "8000/8000 [==============================] - 1s 185us/step - loss: 0.3378 - acc: 0.8625\n", - "Epoch 36/100\n", - "8000/8000 [==============================] - 1s 174us/step - loss: 0.3379 - acc: 0.8615\n", - "Epoch 37/100\n", - "8000/8000 [==============================] - 1s 170us/step - loss: 0.3371 - acc: 0.8625\n", - "Epoch 38/100\n", - "8000/8000 [==============================] - 1s 176us/step - loss: 0.3382 - acc: 0.8615\n", - "Epoch 39/100\n", - "8000/8000 [==============================] - 2s 192us/step - loss: 0.3378 - acc: 0.8601\n", - "Epoch 40/100\n", - "8000/8000 [==============================] - 1s 187us/step - loss: 0.3369 - acc: 0.8616\n", - "Epoch 41/100\n", - "8000/8000 [==============================] - 1s 179us/step - loss: 0.3374 - acc: 0.8619\n", - "Epoch 42/100\n", - "8000/8000 [==============================] - 1s 183us/step - loss: 0.3378 - acc: 0.8610\n", - "Epoch 43/100\n", - "8000/8000 [==============================] - 1s 177us/step - loss: 0.3368 - acc: 0.8630\n", - "Epoch 44/100\n", - "8000/8000 [==============================] - 2s 192us/step - loss: 0.3372 - acc: 0.8600\n", - "Epoch 45/100\n", - "8000/8000 [==============================] - 2s 203us/step - loss: 0.3360 - acc: 0.8635\n", - "Epoch 46/100\n", - "8000/8000 [==============================] - 2s 205us/step - loss: 0.3364 - acc: 0.8635\n", - "Epoch 47/100\n", - "8000/8000 [==============================] - 2s 232us/step - loss: 0.3362 - acc: 0.8627\n", - "Epoch 48/100\n", - "8000/8000 [==============================] - 1s 184us/step - loss: 0.3361 - acc: 0.8636\n", - "Epoch 49/100\n", - "8000/8000 [==============================] - 1s 177us/step - loss: 0.3366 - acc: 0.8629\n", - "Epoch 50/100\n", - "8000/8000 [==============================] - 1s 185us/step - loss: 0.3361 - acc: 0.8611\n", - "Epoch 51/100\n", - "8000/8000 [==============================] - 1s 181us/step - loss: 0.3357 - acc: 0.8627\n", - "Epoch 52/100\n", - "8000/8000 [==============================] - 1s 184us/step - loss: 0.3359 - acc: 0.8615\n", - "Epoch 53/100\n", - "8000/8000 [==============================] - 2s 202us/step - loss: 0.3364 - acc: 0.8626\n", - "Epoch 54/100\n", - "8000/8000 [==============================] - 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1s 181us/step - loss: 0.3357 - acc: 0.8624\n", - "Epoch 64/100\n", - "8000/8000 [==============================] - 1s 173us/step - loss: 0.3355 - acc: 0.8620\n", - "Epoch 65/100\n", - "8000/8000 [==============================] - 1s 181us/step - loss: 0.3355 - acc: 0.8605\n", - "Epoch 66/100\n", - "8000/8000 [==============================] - 1s 181us/step - loss: 0.3345 - acc: 0.8625\n", - "Epoch 67/100\n", - "8000/8000 [==============================] - 1s 173us/step - loss: 0.3361 - acc: 0.8639\n", - "Epoch 68/100\n", - "8000/8000 [==============================] - 2s 190us/step - loss: 0.3352 - acc: 0.8620\n", - "Epoch 69/100\n", - "8000/8000 [==============================] - 1s 183us/step - loss: 0.3343 - acc: 0.8624\n", - "Epoch 70/100\n", - "8000/8000 [==============================] - 1s 183us/step - loss: 0.3356 - acc: 0.8639\n", - "Epoch 71/100\n", - "8000/8000 [==============================] - 1s 172us/step - loss: 0.3349 - acc: 0.8647\n", - "Epoch 72/100\n", - "8000/8000 [==============================] - 1s 181us/step - loss: 0.3351 - acc: 0.8619\n", - "Epoch 73/100\n", - "8000/8000 [==============================] - 1s 167us/step - loss: 0.3349 - acc: 0.8621\n", - "Epoch 74/100\n", - "8000/8000 [==============================] - 1s 175us/step - loss: 0.3354 - acc: 0.8647\n", - "Epoch 75/100\n", - "8000/8000 [==============================] - 2s 222us/step - loss: 0.3355 - acc: 0.8624\n", - "Epoch 76/100\n", - "8000/8000 [==============================] - 1s 176us/step - loss: 0.3347 - acc: 0.8617\n", - "Epoch 77/100\n", - "8000/8000 [==============================] - 1s 171us/step - loss: 0.3362 - acc: 0.8609\n", - "Epoch 78/100\n", - "8000/8000 [==============================] - 1s 176us/step - loss: 0.3349 - acc: 0.8626\n", - "Epoch 79/100\n", - "8000/8000 [==============================] - 2s 193us/step - loss: 0.3337 - acc: 0.8637\n", - "Epoch 80/100\n", - "8000/8000 [==============================] - 1s 171us/step - loss: 0.3347 - acc: 0.8619\n", - "Epoch 81/100\n", - "8000/8000 [==============================] - 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1s 175us/step - loss: 0.3348 - acc: 0.8622\n", - "Epoch 91/100\n", - "8000/8000 [==============================] - 1s 172us/step - loss: 0.3348 - acc: 0.8631\n", - "Epoch 92/100\n", - "8000/8000 [==============================] - 1s 168us/step - loss: 0.3344 - acc: 0.8631\n", - "Epoch 93/100\n", - "8000/8000 [==============================] - 1s 183us/step - loss: 0.3349 - acc: 0.8624\n", - "Epoch 94/100\n", - "8000/8000 [==============================] - 1s 176us/step - loss: 0.3350 - acc: 0.8635\n", - "Epoch 95/100\n", - "8000/8000 [==============================] - 1s 179us/step - loss: 0.3349 - acc: 0.8610\n", - "Epoch 96/100\n", - "8000/8000 [==============================] - 2s 197us/step - loss: 0.3349 - acc: 0.8606\n", - "Epoch 97/100\n", - "8000/8000 [==============================] - 1s 180us/step - loss: 0.3350 - acc: 0.8635\n", - "Epoch 98/100\n", - "8000/8000 [==============================] - 1s 176us/step - loss: 0.3339 - acc: 0.8645\n", - "Epoch 99/100\n", - "8000/8000 [==============================] - 1s 173us/step - loss: 0.3338 - acc: 0.8621\n", - "Epoch 100/100\n", - "8000/8000 [==============================] - 1s 176us/step - loss: 0.3339 - acc: 0.8655\n" + "Epoch 1/500\n", + "8000/8000 [==============================] - 0s 52us/step - loss: 0.6502 - accuracy: 0.7922 - binary_accuracy: 0.7922\n", + "Epoch 2/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4574 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "Epoch 3/500\n", + "8000/8000 [==============================] - 0s 30us/step - loss: 0.4346 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "Epoch 4/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4308 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "Epoch 5/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4286 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "Epoch 6/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4264 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "Epoch 7/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4251 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "Epoch 8/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4232 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "Epoch 9/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4218 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "Epoch 10/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4206 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "Epoch 11/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4194 - accuracy: 0.8035 - binary_accuracy: 0.8035\n", + "Epoch 12/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4190 - accuracy: 0.8202 - binary_accuracy: 0.8202\n", + "Epoch 13/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4178 - accuracy: 0.8223 - binary_accuracy: 0.8223\n", + "Epoch 14/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4171 - accuracy: 0.8234 - binary_accuracy: 0.8234\n", + "Epoch 15/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4162 - accuracy: 0.8245 - binary_accuracy: 0.8245\n", + "Epoch 16/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4153 - accuracy: 0.8255 - binary_accuracy: 0.8255\n", + "Epoch 17/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4149 - accuracy: 0.8260 - binary_accuracy: 0.8260\n", + "Epoch 18/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4144 - accuracy: 0.8276 - binary_accuracy: 0.8276\n", + "Epoch 19/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.4134 - accuracy: 0.8300 - binary_accuracy: 0.8300\n", + "Epoch 20/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4130 - accuracy: 0.8300 - binary_accuracy: 0.8300\n", + "Epoch 21/500\n", + "8000/8000 [==============================] - 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0s 23us/step - loss: 0.3811 - accuracy: 0.8441 - binary_accuracy: 0.8441\n", + "Epoch 449/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.3817 - accuracy: 0.8424 - binary_accuracy: 0.8424\n", + "Epoch 450/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3816 - accuracy: 0.8426 - binary_accuracy: 0.8426\n", + "Epoch 451/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3820 - accuracy: 0.8420 - binary_accuracy: 0.8420\n", + "Epoch 452/500\n", + "8000/8000 [==============================] - 0s 30us/step - loss: 0.3807 - accuracy: 0.8429 - binary_accuracy: 0.8429\n", + "Epoch 453/500\n", + "8000/8000 [==============================] - 0s 31us/step - loss: 0.3824 - accuracy: 0.8443 - binary_accuracy: 0.8443\n", + "Epoch 454/500\n", + "8000/8000 [==============================] - 0s 31us/step - loss: 0.3811 - accuracy: 0.8432 - binary_accuracy: 0.8432\n", + "Epoch 455/500\n", + "8000/8000 [==============================] - 0s 23us/step - loss: 0.3816 - accuracy: 0.8440 - binary_accuracy: 0.8440\n", + "Epoch 456/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.3813 - accuracy: 0.8419 - binary_accuracy: 0.8419\n", + "Epoch 457/500\n", + "8000/8000 [==============================] - 0s 31us/step - loss: 0.3818 - accuracy: 0.8413 - binary_accuracy: 0.8413\n", + "Epoch 458/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 0.3807 - accuracy: 0.8425 - binary_accuracy: 0.8425\n", + "Epoch 459/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.3809 - accuracy: 0.8410 - binary_accuracy: 0.8410\n", + "Epoch 460/500\n", + "8000/8000 [==============================] - 0s 31us/step - loss: 0.3809 - accuracy: 0.8421 - binary_accuracy: 0.8421\n", + "Epoch 461/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.3819 - accuracy: 0.8436 - binary_accuracy: 0.8436\n", + "Epoch 462/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 0.3813 - accuracy: 0.8413 - binary_accuracy: 0.8413\n", + "Epoch 463/500\n", + "8000/8000 [==============================] - 0s 29us/step - loss: 0.3809 - accuracy: 0.8449 - binary_accuracy: 0.8449\n", + "Epoch 464/500\n", + "8000/8000 [==============================] - 0s 23us/step - loss: 0.3813 - accuracy: 0.8426 - binary_accuracy: 0.8426\n", + "Epoch 465/500\n", + "8000/8000 [==============================] - 0s 35us/step - loss: 0.3814 - accuracy: 0.8430 - binary_accuracy: 0.8430\n", + "Epoch 466/500\n", + "8000/8000 [==============================] - 0s 34us/step - loss: 0.3804 - accuracy: 0.8429 - binary_accuracy: 0.8429\n", + "Epoch 467/500\n", + "8000/8000 [==============================] - 0s 33us/step - loss: 0.3817 - accuracy: 0.8422 - binary_accuracy: 0.8422\n", + "Epoch 468/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3816 - accuracy: 0.8425 - binary_accuracy: 0.8425\n", + "Epoch 469/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3807 - accuracy: 0.8440 - binary_accuracy: 0.8440\n", + "Epoch 470/500\n", + "8000/8000 [==============================] - 0s 23us/step - loss: 0.3814 - accuracy: 0.8426 - binary_accuracy: 0.8426\n", + "Epoch 471/500\n", + "8000/8000 [==============================] - 0s 29us/step - loss: 0.3817 - accuracy: 0.8424 - binary_accuracy: 0.8424\n", + "Epoch 472/500\n", + "8000/8000 [==============================] - 0s 35us/step - loss: 0.3813 - accuracy: 0.8420 - binary_accuracy: 0.8420\n", + "Epoch 473/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3813 - accuracy: 0.8434 - binary_accuracy: 0.8434\n", + "Epoch 474/500\n", + "8000/8000 [==============================] - 0s 43us/step - loss: 0.3810 - accuracy: 0.8426 - binary_accuracy: 0.8426\n", + "Epoch 475/500\n", + "8000/8000 [==============================] - 0s 37us/step - loss: 0.3806 - accuracy: 0.8432 - binary_accuracy: 0.8432\n", + "Epoch 476/500\n", + "8000/8000 [==============================] - 0s 39us/step - loss: 0.3816 - accuracy: 0.8421 - binary_accuracy: 0.8421\n", + "Epoch 477/500\n", + "8000/8000 [==============================] - 0s 35us/step - loss: 0.3817 - accuracy: 0.8436 - binary_accuracy: 0.8436\n", + "Epoch 478/500\n", + "8000/8000 [==============================] - 0s 51us/step - loss: 0.3821 - accuracy: 0.8424 - binary_accuracy: 0.8424\n", + "Epoch 479/500\n", + "8000/8000 [==============================] - 0s 40us/step - loss: 0.3813 - accuracy: 0.8447 - binary_accuracy: 0.8447\n", + "Epoch 480/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.3814 - accuracy: 0.8428 - binary_accuracy: 0.8428\n", + "Epoch 481/500\n", + "8000/8000 [==============================] - 0s 34us/step - loss: 0.3810 - accuracy: 0.8438 - binary_accuracy: 0.8438\n", + "Epoch 482/500\n", + "8000/8000 [==============================] - 0s 53us/step - loss: 0.3812 - accuracy: 0.8436 - binary_accuracy: 0.8436\n", + "Epoch 483/500\n", + "8000/8000 [==============================] - 0s 45us/step - loss: 0.3811 - accuracy: 0.8434 - binary_accuracy: 0.8434\n", + "Epoch 484/500\n", + "8000/8000 [==============================] - 0s 29us/step - loss: 0.3808 - accuracy: 0.8435 - binary_accuracy: 0.8435\n", + "Epoch 485/500\n", + "8000/8000 [==============================] - 0s 34us/step - loss: 0.3809 - accuracy: 0.8426 - binary_accuracy: 0.8426\n", + "Epoch 486/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3809 - accuracy: 0.8431 - binary_accuracy: 0.8431\n", + "Epoch 487/500\n", + "8000/8000 [==============================] - 0s 47us/step - loss: 0.3814 - accuracy: 0.8428 - binary_accuracy: 0.8428\n", + "Epoch 488/500\n", + "8000/8000 [==============================] - 0s 37us/step - loss: 0.3814 - accuracy: 0.8400 - binary_accuracy: 0.8400\n", + "Epoch 489/500\n", + "8000/8000 [==============================] - 0s 40us/step - loss: 0.3814 - accuracy: 0.8407 - binary_accuracy: 0.8407\n", + "Epoch 490/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.3814 - accuracy: 0.8411 - binary_accuracy: 0.8411\n", + "Epoch 491/500\n", + "8000/8000 [==============================] - 0s 38us/step - loss: 0.3811 - accuracy: 0.8431 - binary_accuracy: 0.8431\n", + "Epoch 492/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3810 - accuracy: 0.8440 - binary_accuracy: 0.8440\n", + "Epoch 493/500\n", + "8000/8000 [==============================] - 0s 42us/step - loss: 0.3809 - accuracy: 0.8447 - binary_accuracy: 0.8447\n", + "Epoch 494/500\n", + "8000/8000 [==============================] - 0s 50us/step - loss: 0.3814 - accuracy: 0.8429 - binary_accuracy: 0.8429\n", + "Epoch 495/500\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8000/8000 [==============================] - 0s 54us/step - loss: 0.3808 - accuracy: 0.8426 - binary_accuracy: 0.8426\n", + "Epoch 496/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3813 - accuracy: 0.8429 - binary_accuracy: 0.8429\n", + "Epoch 497/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.3813 - accuracy: 0.8426 - binary_accuracy: 0.8426\n", + "Epoch 498/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.3803 - accuracy: 0.8435 - binary_accuracy: 0.8435\n", + "Epoch 499/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.3811 - accuracy: 0.8436 - binary_accuracy: 0.8436\n", + "Epoch 500/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3812 - accuracy: 0.8436 - binary_accuracy: 0.8436\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 9, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "classifier.fit(X_train, y_train, batch_size = 10, epochs = 100)" + "# Fitting the ANN to the Training set\n", + "classifier.fit(X_train, y_train, batch_size = 64, epochs = 500)" ] }, { @@ -544,7 +1550,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -561,15 +1567,15 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[1510 85]\n", - " [ 196 209]]\n" + "[[1534 61]\n", + " [ 242 163]]\n" ] } ], @@ -590,222 +1596,1060 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, + "execution_count": 21, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/100\n", - "8000/8000 [==============================] - 2s 242us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 2/100\n", - "8000/8000 [==============================] - 2s 191us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 3/100\n", - "8000/8000 [==============================] - 2s 194us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 4/100\n", - "8000/8000 [==============================] - 2s 254us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 5/100\n", - "8000/8000 [==============================] - 2s 218us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 6/100\n", - "8000/8000 [==============================] - 1s 187us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 7/100\n", - "8000/8000 [==============================] - 1s 185us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 8/100\n", - "8000/8000 [==============================] - 1s 180us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 9/100\n", - "8000/8000 [==============================] - 1s 183us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 10/100\n", - "8000/8000 [==============================] - 2s 190us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 11/100\n", - "8000/8000 [==============================] - 1s 187us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 12/100\n", - "8000/8000 [==============================] - 2s 199us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 13/100\n", - "8000/8000 [==============================] - 2s 244us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 14/100\n", - "8000/8000 [==============================] - 4s 523us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 15/100\n", - "8000/8000 [==============================] - 2s 256us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 16/100\n", - "8000/8000 [==============================] - 2s 209us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 17/100\n", - "8000/8000 [==============================] - 2s 197us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 18/100\n", - "8000/8000 [==============================] - 2s 214us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 19/100\n", - "8000/8000 [==============================] - 2s 204us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 20/100\n", - "8000/8000 [==============================] - 1s 186us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 21/100\n", - "8000/8000 [==============================] - 2s 218us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 22/100\n", - "8000/8000 [==============================] - 2s 265us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 23/100\n", - "8000/8000 [==============================] - 2s 252us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 24/100\n", - "8000/8000 [==============================] - 2s 200us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 25/100\n", - "8000/8000 [==============================] - 2s 213us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 26/100\n", - "8000/8000 [==============================] - 2s 199us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 27/100\n", - "8000/8000 [==============================] - 2s 197us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 28/100\n", - "8000/8000 [==============================] - 2s 208us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 29/100\n", - "8000/8000 [==============================] - 2s 203us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 30/100\n", - "8000/8000 [==============================] - 2s 191us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 31/100\n", - "8000/8000 [==============================] - 2s 188us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 32/100\n", - "8000/8000 [==============================] - 2s 202us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 33/100\n", - "8000/8000 [==============================] - 2s 206us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 34/100\n", - "8000/8000 [==============================] - 2s 194us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 35/100\n", - "8000/8000 [==============================] - 2s 197us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 36/100\n", - "8000/8000 [==============================] - 1s 183us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 37/100\n", - "8000/8000 [==============================] - 2s 189us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 38/100\n", - "8000/8000 [==============================] - 2s 203us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 39/100\n", - "8000/8000 [==============================] - 2s 194us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 40/100\n", - "8000/8000 [==============================] - 2s 198us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 41/100\n", - "8000/8000 [==============================] - 2s 199us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 42/100\n", - "8000/8000 [==============================] - 2s 249us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 43/100\n", - "8000/8000 [==============================] - 2s 202us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 44/100\n", - "8000/8000 [==============================] - 2s 189us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 45/100\n", - "8000/8000 [==============================] - 2s 191us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 46/100\n", - "8000/8000 [==============================] - 2s 220us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 47/100\n", - "8000/8000 [==============================] - 2s 193us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 48/100\n", - "8000/8000 [==============================] - 2s 202us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 49/100\n", - "8000/8000 [==============================] - 2s 188us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 50/100\n", - "8000/8000 [==============================] - 1s 180us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 51/100\n", - "8000/8000 [==============================] - 2s 258us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 52/100\n", - "8000/8000 [==============================] - 2s 238us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 53/100\n", - "8000/8000 [==============================] - 2s 226us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 54/100\n", - "8000/8000 [==============================] - 2s 291us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 55/100\n", - "8000/8000 [==============================] - 2s 201us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 56/100\n", - "8000/8000 [==============================] - 2s 202us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 57/100\n", - "8000/8000 [==============================] - 2s 196us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 58/100\n", - "8000/8000 [==============================] - 2s 258us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 59/100\n", - "8000/8000 [==============================] - 2s 239us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 60/100\n", - "8000/8000 [==============================] - 3s 384us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 61/100\n", - "8000/8000 [==============================] - 2s 256us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 62/100\n", - "8000/8000 [==============================] - 2s 258us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 63/100\n", - "8000/8000 [==============================] - 3s 358us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 64/100\n", - "8000/8000 [==============================] - 2s 230us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 65/100\n", - "8000/8000 [==============================] - 2s 191us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 66/100\n", - "8000/8000 [==============================] - 2s 228us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 67/100\n", - "8000/8000 [==============================] - 3s 399us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 68/100\n", - "8000/8000 [==============================] - 3s 368us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 69/100\n", - "8000/8000 [==============================] - 2s 258us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 70/100\n", - "8000/8000 [==============================] - 2s 208us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 71/100\n", - "8000/8000 [==============================] - 2s 195us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 72/100\n", - "8000/8000 [==============================] - 2s 220us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 73/100\n", - "8000/8000 [==============================] - 2s 214us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 74/100\n", - "8000/8000 [==============================] - 2s 227us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 75/100\n", - "8000/8000 [==============================] - 3s 345us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 76/100\n", - "8000/8000 [==============================] - 2s 231us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 77/100\n", - "8000/8000 [==============================] - 2s 193us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 78/100\n", - "8000/8000 [==============================] - 1s 187us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 79/100\n", - "8000/8000 [==============================] - 1s 187us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 80/100\n", - "8000/8000 [==============================] - 2s 281us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 81/100\n", - "8000/8000 [==============================] - 2s 293us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 82/100\n", - "8000/8000 [==============================] - 2s 279us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 83/100\n", - "8000/8000 [==============================] - 2s 193us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 84/100\n", - "8000/8000 [==============================] - 1s 187us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 85/100\n", - "8000/8000 [==============================] - 2s 206us/step - loss: 3.2881 - acc: 0.7960\n", - "Epoch 86/100\n", - "8000/8000 [==============================] - 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0s 25us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 387/500\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8000/8000 [==============================] - 0s 22us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 388/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 389/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 390/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 391/500\n", + "8000/8000 [==============================] - 0s 22us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 392/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 393/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 394/500\n", + "8000/8000 [==============================] - 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0s 25us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 475/500\n", + "8000/8000 [==============================] - 0s 23us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 476/500\n", + "8000/8000 [==============================] - 0s 23us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 477/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 478/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 479/500\n", + "8000/8000 [==============================] - 0s 22us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 480/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 481/500\n", + "8000/8000 [==============================] - 0s 23us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 482/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 483/500\n", + "8000/8000 [==============================] - 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0s 24us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 493/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 494/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 495/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 496/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 497/500\n", + "8000/8000 [==============================] - 0s 23us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 498/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 499/500\n", + "8000/8000 [==============================] - 0s 23us/step - loss: 3.1467 - accuracy: 0.7960\n", + "Epoch 500/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 3.1467 - accuracy: 0.7960\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -823,12 +2667,12 @@ "\n", "classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n", "\n", - "classifier.fit(X_train, y_train, batch_size = 10, epochs = 100)" + "classifier.fit(X_train, y_train, batch_size = 64, epochs = 500)" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -845,7 +2689,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -872,222 +2716,1058 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Epoch 1/100\n", - "8000/8000 [==============================] - 2s 242us/step - loss: 0.5123 - acc: 0.7960\n", - "Epoch 2/100\n", - "8000/8000 [==============================] - 2s 193us/step - loss: 0.4461 - acc: 0.7960\n", - "Epoch 3/100\n", - "8000/8000 [==============================] - 2s 191us/step - loss: 0.4341 - acc: 0.7956\n", - "Epoch 4/100\n", - "8000/8000 [==============================] - 1s 187us/step - loss: 0.4297 - acc: 0.7982\n", - "Epoch 5/100\n", - "8000/8000 [==============================] - 2s 190us/step - loss: 0.4280 - acc: 0.8000\n", - "Epoch 6/100\n", - "8000/8000 [==============================] - 1s 186us/step - loss: 0.4276 - acc: 0.8030\n", - "Epoch 7/100\n", - "8000/8000 [==============================] - 2s 189us/step - loss: 0.4266 - acc: 0.8042\n", - "Epoch 8/100\n", - "8000/8000 [==============================] - 2s 226us/step - loss: 0.4271 - acc: 0.8045\n", - "Epoch 9/100\n", - "8000/8000 [==============================] - 2s 252us/step - loss: 0.4268 - acc: 0.8049\n", - "Epoch 10/100\n", - "8000/8000 [==============================] - 2s 193us/step - loss: 0.4266 - acc: 0.8056\n", - "Epoch 11/100\n", - "8000/8000 [==============================] - 2s 196us/step - loss: 0.4259 - acc: 0.8057\n", - "Epoch 12/100\n", - "8000/8000 [==============================] - 2s 191us/step - loss: 0.4252 - acc: 0.8084\n", - "Epoch 13/100\n", - "8000/8000 [==============================] - 2s 204us/step - loss: 0.4240 - acc: 0.8142\n", - "Epoch 14/100\n", - "8000/8000 [==============================] - 2s 202us/step - loss: 0.4225 - acc: 0.8169\n", - "Epoch 15/100\n", - "8000/8000 [==============================] - 2s 195us/step - loss: 0.4206 - acc: 0.8206\n", - "Epoch 16/100\n", - "8000/8000 [==============================] - 2s 200us/step - loss: 0.4188 - acc: 0.8235\n", - "Epoch 17/100\n", - "8000/8000 [==============================] - 2s 195us/step - loss: 0.4175 - acc: 0.8249\n", - "Epoch 18/100\n", - "8000/8000 [==============================] - 2s 192us/step - loss: 0.4161 - acc: 0.8255\n", - "Epoch 19/100\n", - "8000/8000 [==============================] - 2s 222us/step - loss: 0.4146 - acc: 0.8277\n", - "Epoch 20/100\n", - "8000/8000 [==============================] - 2s 200us/step - loss: 0.4133 - acc: 0.8282\n", - "Epoch 21/100\n", - "8000/8000 [==============================] - 2s 201us/step - loss: 0.4123 - acc: 0.8296\n", - "Epoch 22/100\n", - "8000/8000 [==============================] - 2s 225us/step - loss: 0.4114 - acc: 0.8307\n", - "Epoch 23/100\n", - "8000/8000 [==============================] - 2s 230us/step - loss: 0.4106 - acc: 0.8302\n", - "Epoch 24/100\n", - "8000/8000 [==============================] - 2s 205us/step - loss: 0.4097 - acc: 0.8315\n", - "Epoch 25/100\n", - "8000/8000 [==============================] - 2s 247us/step - loss: 0.4093 - acc: 0.8317\n", - "Epoch 26/100\n", - "8000/8000 [==============================] - 2s 259us/step - loss: 0.4085 - acc: 0.8325\n", - "Epoch 27/100\n", - "8000/8000 [==============================] - 2s 283us/step - loss: 0.4082 - acc: 0.8324\n", - "Epoch 28/100\n", - "8000/8000 [==============================] - 3s 385us/step - loss: 0.4077 - acc: 0.8336\n", - "Epoch 29/100\n", - "8000/8000 [==============================] - 2s 208us/step - loss: 0.4073 - acc: 0.8341\n", - "Epoch 30/100\n", - "8000/8000 [==============================] - 2s 204us/step - loss: 0.4068 - acc: 0.8329\n", - "Epoch 31/100\n", - "8000/8000 [==============================] - 2s 202us/step - loss: 0.4063 - acc: 0.8341\n", - "Epoch 32/100\n", - "8000/8000 [==============================] - 2s 198us/step - loss: 0.4060 - acc: 0.8350\n", - "Epoch 33/100\n", - "8000/8000 [==============================] - 2s 200us/step - loss: 0.4057 - acc: 0.8351\n", - "Epoch 34/100\n", - "8000/8000 [==============================] - 2s 220us/step - loss: 0.4055 - acc: 0.8342\n", - "Epoch 35/100\n", - "8000/8000 [==============================] - 2s 205us/step - loss: 0.4051 - acc: 0.8347\n", - "Epoch 36/100\n", - "8000/8000 [==============================] - 2s 202us/step - loss: 0.4049 - acc: 0.8340\n", - "Epoch 37/100\n", - "8000/8000 [==============================] - 2s 202us/step - loss: 0.4046 - acc: 0.8336\n", - "Epoch 38/100\n", - "8000/8000 [==============================] - 2s 203us/step - loss: 0.4042 - acc: 0.8341\n", - "Epoch 39/100\n", - "8000/8000 [==============================] - 2s 224us/step - loss: 0.4043 - acc: 0.8336\n", - "Epoch 40/100\n", - "8000/8000 [==============================] - 2s 232us/step - loss: 0.4039 - acc: 0.8342\n", - "Epoch 41/100\n", - "8000/8000 [==============================] - 2s 269us/step - loss: 0.4038 - acc: 0.8342\n", - "Epoch 42/100\n", - "8000/8000 [==============================] - 2s 224us/step - loss: 0.4033 - acc: 0.8337\n", - "Epoch 43/100\n", - "8000/8000 [==============================] - 2s 304us/step - loss: 0.4030 - acc: 0.8340\n", - "Epoch 44/100\n", - "8000/8000 [==============================] - 1s 187us/step - loss: 0.4031 - acc: 0.8339\n", - "Epoch 45/100\n", - "8000/8000 [==============================] - 1s 183us/step - loss: 0.4025 - acc: 0.8341\n", - "Epoch 46/100\n", - "8000/8000 [==============================] - 2s 189us/step - loss: 0.4023 - acc: 0.8337\n", - "Epoch 47/100\n", - "8000/8000 [==============================] - 2s 220us/step - loss: 0.4019 - acc: 0.8329\n", - "Epoch 48/100\n", - "8000/8000 [==============================] - 2s 188us/step - loss: 0.4019 - acc: 0.8337\n", - "Epoch 49/100\n", - "8000/8000 [==============================] - 2s 197us/step - loss: 0.4017 - acc: 0.8341\n", - "Epoch 50/100\n", - "8000/8000 [==============================] - 2s 200us/step - loss: 0.4015 - acc: 0.8342\n", - "Epoch 51/100\n", - "8000/8000 [==============================] - 2s 195us/step - loss: 0.4011 - acc: 0.8340\n", - "Epoch 52/100\n", - "8000/8000 [==============================] - 2s 196us/step - loss: 0.4010 - acc: 0.8337\n", - "Epoch 53/100\n", - "8000/8000 [==============================] - 2s 198us/step - loss: 0.4006 - acc: 0.8351\n", - "Epoch 54/100\n", - "8000/8000 [==============================] - 2s 201us/step - loss: 0.4003 - acc: 0.8354\n", - "Epoch 55/100\n", - "8000/8000 [==============================] - 2s 207us/step - loss: 0.4004 - acc: 0.8340\n", - "Epoch 56/100\n", - "8000/8000 [==============================] - 2s 212us/step - loss: 0.4000 - acc: 0.8337\n", - "Epoch 57/100\n", - "8000/8000 [==============================] - 2s 210us/step - loss: 0.3998 - acc: 0.8340\n", - "Epoch 58/100\n", - "8000/8000 [==============================] - 2s 195us/step - loss: 0.3993 - acc: 0.8345\n", - "Epoch 59/100\n", - "8000/8000 [==============================] - 2s 214us/step - loss: 0.3991 - acc: 0.8344\n", - "Epoch 60/100\n", - "8000/8000 [==============================] - 2s 208us/step - loss: 0.3989 - acc: 0.8337\n", - "Epoch 61/100\n", - "8000/8000 [==============================] - 2s 210us/step - loss: 0.3988 - acc: 0.8347\n", - "Epoch 62/100\n", - "8000/8000 [==============================] - 3s 375us/step - loss: 0.3986 - acc: 0.8345\n", - "Epoch 63/100\n", - "8000/8000 [==============================] - 3s 382us/step - loss: 0.3982 - acc: 0.8342\n", - "Epoch 64/100\n", - "8000/8000 [==============================] - 2s 301us/step - loss: 0.3981 - acc: 0.8341\n", - "Epoch 65/100\n", - "8000/8000 [==============================] - 2s 219us/step - loss: 0.3978 - acc: 0.8347\n", - "Epoch 66/100\n", - "8000/8000 [==============================] - 1s 183us/step - loss: 0.3976 - acc: 0.8347\n", - "Epoch 67/100\n", - "8000/8000 [==============================] - 2s 237us/step - loss: 0.3973 - acc: 0.8349\n", - "Epoch 68/100\n", - "8000/8000 [==============================] - 2s 228us/step - loss: 0.3972 - acc: 0.8352\n", - "Epoch 69/100\n", - "8000/8000 [==============================] - 1s 171us/step - loss: 0.3971 - acc: 0.8342\n", - "Epoch 70/100\n", - "8000/8000 [==============================] - 1s 176us/step - loss: 0.3968 - acc: 0.8350\n", - "Epoch 71/100\n", - "8000/8000 [==============================] - 1s 175us/step - loss: 0.3965 - acc: 0.8355\n", - "Epoch 72/100\n", - "8000/8000 [==============================] - 2s 222us/step - loss: 0.3965 - acc: 0.8351\n", - "Epoch 73/100\n", - "8000/8000 [==============================] - 2s 188us/step - loss: 0.3963 - acc: 0.8355\n", - "Epoch 74/100\n", - "8000/8000 [==============================] - 2s 249us/step - loss: 0.3959 - acc: 0.8354\n", - "Epoch 75/100\n", - "8000/8000 [==============================] - 3s 416us/step - loss: 0.3958 - acc: 0.8354\n", - "Epoch 76/100\n", - "8000/8000 [==============================] - 3s 410us/step - loss: 0.3958 - acc: 0.8357\n", - "Epoch 77/100\n", - "8000/8000 [==============================] - 4s 475us/step - loss: 0.3954 - acc: 0.8350\n", - "Epoch 78/100\n", - "8000/8000 [==============================] - 4s 444us/step - loss: 0.3955 - acc: 0.8339\n", - "Epoch 79/100\n", - "8000/8000 [==============================] - 4s 438us/step - loss: 0.3953 - acc: 0.8352\n", - "Epoch 80/100\n", - "8000/8000 [==============================] - 4s 459us/step - loss: 0.3951 - acc: 0.8350\n", - "Epoch 81/100\n", - "8000/8000 [==============================] - 4s 496us/step - loss: 0.3949 - acc: 0.8352\n", - "Epoch 82/100\n", - "8000/8000 [==============================] - 5s 573us/step - loss: 0.3947 - acc: 0.8351\n", - "Epoch 83/100\n", - "8000/8000 [==============================] - 5s 567us/step - loss: 0.3949 - acc: 0.8355\n", - "Epoch 84/100\n", - "8000/8000 [==============================] - 4s 484us/step - loss: 0.3944 - acc: 0.8359\n", - "Epoch 85/100\n", - "8000/8000 [==============================] - 4s 441us/step - loss: 0.3944 - acc: 0.8362\n", - "Epoch 86/100\n", - "8000/8000 [==============================] - 2s 241us/step - loss: 0.3941 - acc: 0.8365\n", - "Epoch 87/100\n", - "8000/8000 [==============================] - 3s 351us/step - loss: 0.3937 - acc: 0.8362\n", - "Epoch 88/100\n", - "8000/8000 [==============================] - 2s 295us/step - loss: 0.3939 - acc: 0.8360\n", - "Epoch 89/100\n", - "8000/8000 [==============================] - 2s 271us/step - loss: 0.3938 - acc: 0.8369\n", - "Epoch 90/100\n", - "8000/8000 [==============================] - 3s 348us/step - loss: 0.3937 - acc: 0.8369\n", - "Epoch 91/100\n", - "8000/8000 [==============================] - 2s 297us/step - loss: 0.3935 - acc: 0.8374\n", - "Epoch 92/100\n", - "8000/8000 [==============================] - 2s 206us/step - loss: 0.3935 - acc: 0.8346\n", - "Epoch 93/100\n", - "8000/8000 [==============================] - 5s 604us/step - loss: 0.3933 - acc: 0.8354\n", - "Epoch 94/100\n", - "8000/8000 [==============================] - 4s 466us/step - loss: 0.3931 - acc: 0.8360\n", - "Epoch 95/100\n", - "8000/8000 [==============================] - 4s 511us/step - loss: 0.3930 - acc: 0.8347\n", - "Epoch 96/100\n", - "8000/8000 [==============================] - 4s 518us/step - loss: 0.3928 - acc: 0.8369\n", - "Epoch 97/100\n", - "8000/8000 [==============================] - 5s 589us/step - loss: 0.3928 - acc: 0.8367\n", - "Epoch 98/100\n", - "8000/8000 [==============================] - 4s 474us/step - loss: 0.3924 - acc: 0.8371\n", - "Epoch 99/100\n", - "8000/8000 [==============================] - 3s 407us/step - loss: 0.3923 - acc: 0.8367\n", - "Epoch 100/100\n", - "8000/8000 [==============================] - 3s 352us/step - loss: 0.3921 - acc: 0.8371\n" + "Epoch 1/500\n", + "8000/8000 [==============================] - 0s 44us/step - loss: 0.6251 - accuracy: 0.7960\n", + "Epoch 2/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4886 - accuracy: 0.7960\n", + "Epoch 3/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4651 - accuracy: 0.7960\n", + "Epoch 4/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4559 - accuracy: 0.7960\n", + "Epoch 5/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4484 - accuracy: 0.7960\n", + "Epoch 6/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4427 - accuracy: 0.7960\n", + "Epoch 7/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4380 - accuracy: 0.7960\n", + "Epoch 8/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4345 - accuracy: 0.7960\n", + "Epoch 9/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4319 - accuracy: 0.7979\n", + "Epoch 10/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4304 - accuracy: 0.7995\n", + "Epoch 11/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4292 - accuracy: 0.8031\n", + "Epoch 12/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4284 - accuracy: 0.8029\n", + "Epoch 13/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4281 - accuracy: 0.8035\n", + "Epoch 14/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4276 - accuracy: 0.8024\n", + "Epoch 15/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4274 - accuracy: 0.8029\n", + "Epoch 16/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4274 - accuracy: 0.8035\n", + "Epoch 17/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4271 - accuracy: 0.8029\n", + "Epoch 18/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.4270 - accuracy: 0.8039\n", + "Epoch 19/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.4271 - accuracy: 0.8045\n", + "Epoch 20/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4267 - accuracy: 0.8044\n", + "Epoch 21/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4271 - accuracy: 0.8052\n", + "Epoch 22/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4266 - accuracy: 0.8045\n", + "Epoch 23/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.4268 - accuracy: 0.8044\n", + "Epoch 24/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4267 - accuracy: 0.8045\n", + "Epoch 25/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4265 - accuracy: 0.8056\n", + "Epoch 26/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.4265 - accuracy: 0.8052\n", + "Epoch 27/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4264 - accuracy: 0.8045\n", + "Epoch 28/500\n", + "8000/8000 [==============================] - 0s 29us/step - loss: 0.4264 - accuracy: 0.8055\n", + "Epoch 29/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4261 - accuracy: 0.8059\n", + "Epoch 30/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.4261 - accuracy: 0.8059\n", + "Epoch 31/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4257 - accuracy: 0.8062\n", + "Epoch 32/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4255 - accuracy: 0.8075\n", + "Epoch 33/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4252 - accuracy: 0.8092\n", + "Epoch 34/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4248 - accuracy: 0.8108\n", + "Epoch 35/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4240 - accuracy: 0.8114\n", + "Epoch 36/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4235 - accuracy: 0.8150\n", + "Epoch 37/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4227 - accuracy: 0.8177\n", + "Epoch 38/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.4218 - accuracy: 0.8190\n", + "Epoch 39/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4210 - accuracy: 0.8201\n", + "Epoch 40/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.4202 - accuracy: 0.8217\n", + "Epoch 41/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4193 - accuracy: 0.8224\n", + "Epoch 42/500\n", + "8000/8000 [==============================] - 0s 29us/step - loss: 0.4185 - accuracy: 0.8226\n", + "Epoch 43/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.4177 - accuracy: 0.8238\n", + "Epoch 44/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4173 - accuracy: 0.8242\n", + "Epoch 45/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4166 - accuracy: 0.8248\n", + "Epoch 46/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4158 - accuracy: 0.8250\n", + "Epoch 47/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.4151 - accuracy: 0.8263\n", + "Epoch 48/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4147 - accuracy: 0.8261\n", + "Epoch 49/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4141 - accuracy: 0.8269\n", + "Epoch 50/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4135 - accuracy: 0.8269\n", + "Epoch 51/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4131 - accuracy: 0.8275\n", + "Epoch 52/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.4128 - accuracy: 0.8276\n", + "Epoch 53/500\n", + "8000/8000 [==============================] - 0s 29us/step - loss: 0.4122 - accuracy: 0.8284\n", + "Epoch 54/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.4119 - accuracy: 0.8288\n", + "Epoch 55/500\n", + "8000/8000 [==============================] - 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0s 26us/step - loss: 0.3303 - accuracy: 0.8641\n", + "Epoch 457/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 0.3305 - accuracy: 0.8643\n", + "Epoch 458/500\n", + "8000/8000 [==============================] - 0s 30us/step - loss: 0.3305 - accuracy: 0.8646\n", + "Epoch 459/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 0.3302 - accuracy: 0.8646\n", + "Epoch 460/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3306 - accuracy: 0.8644\n", + "Epoch 461/500\n", + "8000/8000 [==============================] - 0s 31us/step - loss: 0.3302 - accuracy: 0.8644\n", + "Epoch 462/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3303 - accuracy: 0.8636\n", + "Epoch 463/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3304 - accuracy: 0.8644\n", + "Epoch 464/500\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3300 - accuracy: 0.8637\n", + "Epoch 465/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3304 - accuracy: 0.8634\n", + "Epoch 466/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.3301 - accuracy: 0.8655\n", + "Epoch 467/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 0.3301 - accuracy: 0.8643\n", + "Epoch 468/500\n", + "8000/8000 [==============================] - 0s 30us/step - loss: 0.3301 - accuracy: 0.8634\n", + "Epoch 469/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.3297 - accuracy: 0.8652\n", + "Epoch 470/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3297 - accuracy: 0.8645\n", + "Epoch 471/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 0.3295 - accuracy: 0.8654\n", + "Epoch 472/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.3299 - accuracy: 0.8639\n", + "Epoch 473/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3302 - accuracy: 0.8649\n", + "Epoch 474/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3299 - accuracy: 0.8630\n", + "Epoch 475/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.3299 - accuracy: 0.8654\n", + "Epoch 476/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.3299 - accuracy: 0.8627\n", + "Epoch 477/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3300 - accuracy: 0.8649\n", + "Epoch 478/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.3295 - accuracy: 0.8648\n", + "Epoch 479/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 0.3298 - accuracy: 0.8650\n", + "Epoch 480/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.3300 - accuracy: 0.8646\n", + "Epoch 481/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 0.3302 - accuracy: 0.8650\n", + "Epoch 482/500\n", + "8000/8000 [==============================] - 0s 27us/step - loss: 0.3295 - accuracy: 0.8645\n", + "Epoch 483/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3297 - accuracy: 0.8643\n", + "Epoch 484/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.3298 - accuracy: 0.8661\n", + "Epoch 485/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.3290 - accuracy: 0.8652\n", + "Epoch 486/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 0.3299 - accuracy: 0.8645\n", + "Epoch 487/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.3297 - accuracy: 0.8651\n", + "Epoch 488/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3296 - accuracy: 0.8644\n", + "Epoch 489/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3295 - accuracy: 0.8659\n", + "Epoch 490/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.3293 - accuracy: 0.8644\n", + "Epoch 491/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3292 - accuracy: 0.8650\n", + "Epoch 492/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3294 - accuracy: 0.8649\n", + "Epoch 493/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3292 - accuracy: 0.8646\n", + "Epoch 494/500\n", + "8000/8000 [==============================] - 0s 29us/step - loss: 0.3297 - accuracy: 0.8650\n", + "Epoch 495/500\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.3293 - accuracy: 0.8649\n", + "Epoch 496/500\n", + "8000/8000 [==============================] - 0s 24us/step - loss: 0.3294 - accuracy: 0.8643\n", + "Epoch 497/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3298 - accuracy: 0.8631\n", + "Epoch 498/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3294 - accuracy: 0.8639\n", + "Epoch 499/500\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 0.3292 - accuracy: 0.8650\n", + "Epoch 500/500\n", + "8000/8000 [==============================] - 0s 25us/step - loss: 0.3299 - accuracy: 0.8640\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1105,12 +3785,12 @@ "\n", "classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n", "\n", - "classifier.fit(X_train, y_train, batch_size = 10, epochs = 100)" + "classifier.fit(X_train, y_train, batch_size = 64, epochs = 500)" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -1127,15 +3807,15 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[1547 48]\n", - " [ 265 140]]\n" + "[[1518 77]\n", + " [ 198 207]]\n" ] } ], @@ -1157,9 +3837,19 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "accuracies:%s\n", + "mean:%s\n", + "variance:%s\n" + ] + } + ], "source": [ "from keras.wrappers.scikit_learn import KerasClassifier\n", "from sklearn.model_selection import cross_val_score\n", @@ -1174,7 +3864,7 @@ " classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n", " return classifier\n", "\n", - "classifier = KerasClassifier(build_fn = build_classifier, batch_size = 10, epochs = 10)\n", + "classifier = KerasClassifier(build_fn = build_classifier, batch_size = 64, epochs = 500)\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()\n", @@ -1191,7 +3881,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -1207,7 +3897,7 @@ " classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n", " return classifier\n", "\n", - "classifier = KerasClassifier(build_fn = build_classifier, batch_size = 10, epochs = 10)\n", + "classifier = KerasClassifier(build_fn = build_classifier, batch_size = 64, epochs = 500)\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()" @@ -1248,7 +3938,2412 @@ "cell_type": "code", "execution_count": null, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/50\n", + "7200/7200 [==============================] - 2s 212us/step - loss: 0.5043 - accuracy: 0.7967\n", + "Epoch 2/50\n", + "7200/7200 [==============================] - 1s 173us/step - loss: 0.4414 - accuracy: 0.7971\n", + "Epoch 3/50\n", + "7200/7200 [==============================] - 1s 171us/step - loss: 0.4386 - accuracy: 0.7971\n", + "Epoch 4/50\n", + "7200/7200 [==============================] - 1s 175us/step - loss: 0.4370 - accuracy: 0.7971\n", + "Epoch 5/50\n", + "7200/7200 [==============================] - 1s 173us/step - loss: 0.4360 - accuracy: 0.7971\n", + "Epoch 6/50\n", + "7200/7200 [==============================] - 1s 172us/step - loss: 0.4308 - accuracy: 0.7971\n", + "Epoch 7/50\n", + "7200/7200 [==============================] - 1s 175us/step - loss: 0.4346 - accuracy: 0.7971\n", + "Epoch 8/50\n", + "7200/7200 [==============================] - 1s 191us/step - loss: 0.4331 - accuracy: 0.7971\n", + "Epoch 9/50\n", + "7200/7200 [==============================] - 1s 170us/step - loss: 0.4337 - accuracy: 0.7971\n", + "Epoch 10/50\n", + "7200/7200 [==============================] - 1s 173us/step - loss: 0.4310 - accuracy: 0.7971\n", + "Epoch 11/50\n", + "7200/7200 [==============================] - 1s 176us/step - loss: 0.4316 - accuracy: 0.7971\n", + "Epoch 12/50\n", + "7200/7200 [==============================] - 1s 183us/step - loss: 0.4302 - accuracy: 0.7971\n", + "Epoch 13/50\n", + "7200/7200 [==============================] - 1s 178us/step - loss: 0.4318 - accuracy: 0.7971\n", + "Epoch 14/50\n", + "7200/7200 [==============================] - 1s 176us/step - loss: 0.4302 - accuracy: 0.7971\n", + "Epoch 15/50\n", + "7200/7200 [==============================] - 1s 183us/step - loss: 0.4295 - accuracy: 0.7971\n", + "Epoch 16/50\n", + "7200/7200 [==============================] - 1s 178us/step - loss: 0.4283 - accuracy: 0.8047\n", + "Epoch 17/50\n", + "7200/7200 [==============================] - 1s 188us/step - loss: 0.4269 - accuracy: 0.8207\n", + "Epoch 18/50\n", + "7200/7200 [==============================] - 1s 178us/step - loss: 0.4268 - accuracy: 0.8232\n", + "Epoch 19/50\n", + "7200/7200 [==============================] - 1s 176us/step - loss: 0.4320 - accuracy: 0.8203\n", + "Epoch 20/50\n", + "7200/7200 [==============================] - 1s 177us/step - loss: 0.4319 - accuracy: 0.8224\n", + "Epoch 21/50\n", + "7200/7200 [==============================] - 1s 177us/step - loss: 0.4310 - accuracy: 0.8222\n", + "Epoch 22/50\n", + "7200/7200 [==============================] - 1s 176us/step - loss: 0.4301 - accuracy: 0.8196\n", + "Epoch 23/50\n", + "7200/7200 [==============================] - 1s 178us/step - loss: 0.4273 - accuracy: 0.8189\n", + "Epoch 24/50\n", + "7200/7200 [==============================] - 1s 174us/step - loss: 0.4315 - accuracy: 0.8196\n", + "Epoch 25/50\n", + "7200/7200 [==============================] - 1s 174us/step - loss: 0.4263 - accuracy: 0.8229\n", + "Epoch 26/50\n", + "7200/7200 [==============================] - 1s 177us/step - loss: 0.4291 - accuracy: 0.8192\n", + "Epoch 27/50\n", + "7200/7200 [==============================] - 1s 181us/step - loss: 0.4299 - accuracy: 0.8231\n", + "Epoch 28/50\n", + "7200/7200 [==============================] - 1s 178us/step - loss: 0.4295 - accuracy: 0.8218\n", + "Epoch 29/50\n", + "7200/7200 [==============================] - 1s 174us/step - loss: 0.4301 - accuracy: 0.8206\n", + "Epoch 30/50\n", + "7200/7200 [==============================] - 2s 232us/step - loss: 0.4331 - accuracy: 0.8211\n", + "Epoch 31/50\n", + "7200/7200 [==============================] - 1s 191us/step - loss: 0.4308 - accuracy: 0.8164\n", + "Epoch 32/50\n", + "7200/7200 [==============================] - 1s 180us/step - loss: 0.4277 - accuracy: 0.8203\n", + "Epoch 33/50\n", + "7200/7200 [==============================] - 1s 171us/step - loss: 0.4249 - accuracy: 0.8211\n", + "Epoch 34/50\n", + "7200/7200 [==============================] - 1s 171us/step - loss: 0.4328 - accuracy: 0.8203\n", + "Epoch 35/50\n", + "7200/7200 [==============================] - 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2s 230us/step - loss: 0.3950 - accuracy: 0.8383\n", + "Epoch 50/100\n", + "7200/7200 [==============================] - 2s 241us/step - loss: 0.3974 - accuracy: 0.8371\n", + "Epoch 51/100\n", + "7200/7200 [==============================] - 2s 229us/step - loss: 0.3988 - accuracy: 0.8340\n", + "Epoch 52/100\n", + "7200/7200 [==============================] - 2s 236us/step - loss: 0.3996 - accuracy: 0.8367\n", + "Epoch 53/100\n", + "7200/7200 [==============================] - 2s 229us/step - loss: 0.3983 - accuracy: 0.8379\n", + "Epoch 54/100\n", + "7200/7200 [==============================] - 2s 232us/step - loss: 0.3967 - accuracy: 0.8343\n", + "Epoch 55/100\n", + "7200/7200 [==============================] - 2s 233us/step - loss: 0.3992 - accuracy: 0.8381\n", + "Epoch 56/100\n", + "7200/7200 [==============================] - 2s 262us/step - loss: 0.3984 - accuracy: 0.8315\n", + "Epoch 57/100\n", + "2960/7200 [===========>..................] - ETA: 0s - loss: 0.4060 - accuracy: 0.8301" + ] + } + ], "source": [ "parameters = {'batch_size': [10, 24, 32],\n", " 'epochs': [50, 100, 200],\n", @@ -1297,7 +6392,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.7.3" } }, "nbformat": 4, From 082abd3864de34dfc0a2bde1a62ee2a9ec91efe9 Mon Sep 17 00:00:00 2001 From: MrVictor42 Date: Wed, 13 Nov 2019 11:59:52 -0300 Subject: [PATCH 2/2] =?UTF-8?q?Trocando=20a=20fun=C3=A7=C3=A3o=20de=20ativ?= =?UTF-8?q?a=C3=A7=C3=A3o=20para=20hard=5Fsigmoid?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- ArtificialNeuralNetwork.ipynb | 5578 +++++++++++++++------------------ 1 file changed, 2608 insertions(+), 2970 deletions(-) diff --git a/ArtificialNeuralNetwork.ipynb b/ArtificialNeuralNetwork.ipynb index 422544b..2caedf2 100644 --- a/ArtificialNeuralNetwork.ipynb +++ b/ArtificialNeuralNetwork.ipynb @@ -11,83 +11,44 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Collecting git+git://github.com/Theano/Theano.git\n", - " Cloning git://github.com/Theano/Theano.git to /tmp/pip-req-build-j3te7emg\n", - " Running command git clone -q git://github.com/Theano/Theano.git /tmp/pip-req-build-j3te7emg\n", - "Building wheels for collected packages: Theano\n", - " Building wheel for Theano (setup.py) ... \u001b[?25ldone\n", - "\u001b[?25h Created wheel for Theano: filename=Theano-1.0.4+21.g8f510a1f0-cp37-none-any.whl size=2667500 sha256=b9ae5eedee64c96d9905ce650dfc978cc5b6b365449449c57c7c64ff3a99610e\n", - " Stored in directory: /tmp/pip-ephem-wheel-cache-1j2dd86o/wheels/ae/32/7c/62beb8371953eb20c271b3bac7d0e56e1a2020d46994346b52\n", - "Successfully built Theano\n", - "Installing collected packages: Theano\n", - " Found existing installation: Theano 1.0.4+21.g8f510a1f0\n", - " Uninstalling Theano-1.0.4+21.g8f510a1f0:\n", - " Successfully uninstalled Theano-1.0.4+21.g8f510a1f0\n", - "Successfully installed Theano-1.0.4+21.g8f510a1f0\n", - "Requirement already up-to-date: tensorflow in /home/victor/anaconda3/lib/python3.7/site-packages (1.14.0)\n", - "Requirement already satisfied, skipping upgrade: termcolor>=1.1.0 in /home/victor/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.1.0)\n", - "Requirement already satisfied, skipping upgrade: protobuf>=3.6.1 in /home/victor/anaconda3/lib/python3.7/site-packages (from tensorflow) (3.9.1)\n", - "Requirement already satisfied, skipping upgrade: grpcio>=1.8.6 in /home/victor/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.23.0)\n", - "Requirement already satisfied, skipping upgrade: six>=1.10.0 in /home/victor/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.12.0)\n", - "Requirement already satisfied, skipping upgrade: keras-preprocessing>=1.0.5 in /home/victor/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.1.0)\n", - "Requirement already satisfied, skipping upgrade: keras-applications>=1.0.6 in /home/victor/anaconda3/lib/python3.7/site-packages (from tensorflow) (1.0.8)\n", - "Requirement already satisfied, skipping upgrade: google-pasta>=0.1.6 in /home/victor/anaconda3/lib/python3.7/site-packages (from tensorflow) (0.1.7)\n", - "Requirement already satisfied, skipping upgrade: absl-py>=0.7.0 in /home/victor/anaconda3/lib/python3.7/site-packages (from tensorflow) (0.8.0)\n", - 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"Requirement already satisfied, skipping upgrade: setuptools in /home/victor/anaconda3/lib/python3.7/site-packages (from protobuf>=3.6.1->tensorflow) (41.2.0)\n", - "Requirement already satisfied, skipping upgrade: h5py in /home/victor/anaconda3/lib/python3.7/site-packages (from keras-applications>=1.0.6->tensorflow) (2.9.0)\n", - "Requirement already satisfied, skipping upgrade: markdown>=2.6.8 in /home/victor/anaconda3/lib/python3.7/site-packages (from tensorboard<1.15.0,>=1.14.0->tensorflow) (3.1.1)\n", - "Requirement already satisfied, skipping upgrade: werkzeug>=0.11.15 in /home/victor/anaconda3/lib/python3.7/site-packages (from tensorboard<1.15.0,>=1.14.0->tensorflow) (0.14.1)\n", - "Requirement already up-to-date: keras in /home/victor/anaconda3/lib/python3.7/site-packages (2.3.0)\n", - "Requirement already satisfied, skipping upgrade: h5py in /home/victor/anaconda3/lib/python3.7/site-packages (from keras) (2.9.0)\n", - "Requirement already satisfied, skipping upgrade: numpy>=1.9.1 in /home/victor/anaconda3/lib/python3.7/site-packages (from keras) (1.17.2)\n", - "Requirement already satisfied, skipping upgrade: keras-preprocessing>=1.0.5 in /home/victor/anaconda3/lib/python3.7/site-packages (from keras) (1.1.0)\n", - "Requirement already satisfied, skipping upgrade: six>=1.9.0 in /home/victor/anaconda3/lib/python3.7/site-packages (from keras) (1.12.0)\n", - "Requirement already satisfied, skipping upgrade: pyyaml in /home/victor/anaconda3/lib/python3.7/site-packages (from keras) (5.1)\n", - "Requirement already satisfied, skipping upgrade: scipy>=0.14 in /home/victor/anaconda3/lib/python3.7/site-packages (from keras) (1.2.1)\n", - "Requirement already satisfied, skipping upgrade: keras-applications>=1.0.6 in /home/victor/anaconda3/lib/python3.7/site-packages (from keras) (1.0.8)\n", - "Requirement already up-to-date: pip in /home/victor/anaconda3/lib/python3.7/site-packages (19.2.3)\n", - "Requirement already up-to-date: pandas in /home/victor/anaconda3/lib/python3.7/site-packages (0.25.1)\n", - "Requirement already up-to-date: numpy in /home/victor/anaconda3/lib/python3.7/site-packages (1.17.2)\n", - "Requirement already up-to-date: matplotlib in /home/victor/anaconda3/lib/python3.7/site-packages (3.1.1)\n", - "Requirement already up-to-date: sklearn in /home/victor/anaconda3/lib/python3.7/site-packages (0.0)\n", - "Requirement already satisfied, skipping upgrade: python-dateutil>=2.6.1 in /home/victor/anaconda3/lib/python3.7/site-packages (from pandas) (2.8.0)\n", - "Requirement already satisfied, skipping upgrade: pytz>=2017.2 in /home/victor/anaconda3/lib/python3.7/site-packages (from pandas) (2018.9)\n", - "Requirement already satisfied, skipping upgrade: cycler>=0.10 in /home/victor/anaconda3/lib/python3.7/site-packages (from matplotlib) (0.10.0)\n", - "Requirement already satisfied, skipping upgrade: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /home/victor/anaconda3/lib/python3.7/site-packages (from matplotlib) (2.3.1)\n", - "Requirement already satisfied, skipping upgrade: kiwisolver>=1.0.1 in /home/victor/anaconda3/lib/python3.7/site-packages (from matplotlib) (1.0.1)\n", - "Requirement already satisfied, skipping upgrade: scikit-learn in /home/victor/anaconda3/lib/python3.7/site-packages (from sklearn) (0.20.3)\n", - "Requirement already satisfied, skipping upgrade: six>=1.5 in /home/victor/anaconda3/lib/python3.7/site-packages (from python-dateutil>=2.6.1->pandas) (1.12.0)\n", - "Requirement already satisfied, skipping upgrade: setuptools in /home/victor/anaconda3/lib/python3.7/site-packages (from kiwisolver>=1.0.1->matplotlib) (41.2.0)\n", - "Requirement already satisfied, skipping upgrade: scipy>=0.13.3 in /home/victor/anaconda3/lib/python3.7/site-packages (from scikit-learn->sklearn) (1.2.1)\n" + "Traceback (most recent call last):\n", + " File \"/home/victor/anaconda3/bin/pip\", line 11, in \n", + " sys.exit(main())\n", + "TypeError: 'module' object is not callable\n", + "Traceback (most recent call last):\n", + " File \"/home/victor/anaconda3/bin/pip\", line 11, in \n", + " sys.exit(main())\n", + "TypeError: 'module' object is not callable\n", + "Traceback (most recent call last):\n", + " File \"/home/victor/anaconda3/bin/pip\", line 11, in \n", + " sys.exit(main())\n", + "TypeError: 'module' object is not callable\n", + "Traceback (most recent call last):\n", + " File \"/home/victor/anaconda3/bin/pip\", line 11, in \n", + " sys.exit(main())\n", + "TypeError: 'module' object is not callable\n" ] } ], "source": [ "# Installing Theano\n", - "! pip install --upgrade --no-deps git+git://github.com/Theano/Theano.git\n", + "! pip install --upgrade --no-deps git+git://github.com/Theano/Theano.git \n", "\n", "# Installing Tensorflow\n", - "! pip install --upgrade tensorflow\n", + "! pip install --upgrade tensorflow \n", "\n", "# Installing Keras\n", - "! pip install --upgrade keras\n", + "! pip install --upgrade keras \n", "\n", "# Install other packages\n", - "! pip install --upgrade pip pandas numpy matplotlib sklearn" + "! pip install --upgrade pip pandas numpy matplotlib sklearn " ] }, { @@ -106,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -124,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -154,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -196,7 +157,7 @@ " \n", " \n", " \n", - " 0\n", + " 0\n", " 1\n", " 15634602\n", " Hargrave\n", @@ -213,7 +174,7 @@ " 1\n", " \n", " \n", - " 1\n", + " 1\n", " 2\n", " 15647311\n", " Hill\n", @@ -230,7 +191,7 @@ " 0\n", " \n", " \n", - " 2\n", + " 2\n", " 3\n", " 15619304\n", " Onio\n", @@ -247,7 +208,7 @@ " 1\n", " \n", " \n", - " 3\n", + " 3\n", " 4\n", " 15701354\n", " Boni\n", @@ -264,7 +225,7 @@ " 0\n", " \n", " \n", - " 4\n", + " 4\n", " 5\n", " 15737888\n", " Mitchell\n", @@ -307,7 +268,7 @@ "4 79084.10 0 " ] }, - "execution_count": 50, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -325,7 +286,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -333,18 +294,18 @@ "output_type": "stream", "text": [ "X >>\n", - " [[0.0000000e+00 0.0000000e+00 2.2800000e+02 ... 1.0000000e+00\n", + " [[0.0000000e+00 0.0000000e+00 6.1900000e+02 ... 1.0000000e+00\n", " 1.0000000e+00 1.0134888e+05]\n", - " [1.0000000e+00 0.0000000e+00 2.1700000e+02 ... 0.0000000e+00\n", + " [0.0000000e+00 1.0000000e+00 6.0800000e+02 ... 0.0000000e+00\n", " 1.0000000e+00 1.1254258e+05]\n", - " [0.0000000e+00 0.0000000e+00 1.1100000e+02 ... 1.0000000e+00\n", + " [0.0000000e+00 0.0000000e+00 5.0200000e+02 ... 1.0000000e+00\n", " 0.0000000e+00 1.1393157e+05]\n", " ...\n", - " [0.0000000e+00 0.0000000e+00 3.1800000e+02 ... 0.0000000e+00\n", + " [0.0000000e+00 0.0000000e+00 7.0900000e+02 ... 0.0000000e+00\n", " 1.0000000e+00 4.2085580e+04]\n", - " [0.0000000e+00 1.0000000e+00 3.8100000e+02 ... 1.0000000e+00\n", + " [1.0000000e+00 0.0000000e+00 7.7200000e+02 ... 1.0000000e+00\n", " 0.0000000e+00 9.2888520e+04]\n", - " [0.0000000e+00 0.0000000e+00 4.0100000e+02 ... 1.0000000e+00\n", + " [0.0000000e+00 0.0000000e+00 7.9200000e+02 ... 1.0000000e+00\n", " 0.0000000e+00 3.8190780e+04]]\n" ] }, @@ -352,11 +313,11 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/victor/anaconda3/lib/python3.7/site-packages/sklearn/preprocessing/_encoders.py:371: 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", + "/home/victor/anaconda3/lib/python3.7/site-packages/sklearn/preprocessing/_encoders.py:415: 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/victor/anaconda3/lib/python3.7/site-packages/sklearn/preprocessing/_encoders.py:392: 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", + "/home/victor/anaconda3/lib/python3.7/site-packages/sklearn/preprocessing/_encoders.py:451: 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" ] } @@ -382,7 +343,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -400,7 +361,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -422,9 +383,17 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], "source": [ "import keras\n", "from keras.models import Sequential\n", @@ -433,7 +402,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -444,7 +413,7 @@ "classifier.add(Dense(units = 11, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))\n", "\n", "# Adding the second hidden layer\n", - "classifier.add(Dense(units = 12, kernel_initializer = 'uniform', activation = 'relu'))\n", + "classifier.add(Dense(units = 12, kernel_initializer = 'uniform', activation = 'hard_sigmoid'))\n", "\n", "# Adding the output layer\n", "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n", @@ -464,1072 +433,1070 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "WARNING:tensorflow:From /home/victor/anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:422: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n", - "\n", "Epoch 1/500\n", - "8000/8000 [==============================] - 0s 52us/step - loss: 0.6502 - accuracy: 0.7922 - binary_accuracy: 0.7922\n", + "8000/8000 [==============================] - 0s 52us/step - loss: 0.6247 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", "Epoch 2/500\n", - "8000/8000 [==============================] - 0s 27us/step - loss: 0.4574 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "8000/8000 [==============================] - 0s 32us/step - loss: 0.4834 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", "Epoch 3/500\n", - "8000/8000 [==============================] - 0s 30us/step - loss: 0.4346 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "8000/8000 [==============================] - 0s 30us/step - loss: 0.4616 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", "Epoch 4/500\n", - "8000/8000 [==============================] - 0s 25us/step - loss: 0.4308 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "8000/8000 [==============================] - 0s 30us/step - loss: 0.4464 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", "Epoch 5/500\n", - "8000/8000 [==============================] - 0s 27us/step - loss: 0.4286 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 0.4329 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", "Epoch 6/500\n", - "8000/8000 [==============================] - 0s 27us/step - loss: 0.4264 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "8000/8000 [==============================] - 0s 30us/step - loss: 0.4261 - accuracy: 0.8079 - binary_accuracy: 0.8079\n", "Epoch 7/500\n", - "8000/8000 [==============================] - 0s 27us/step - loss: 0.4251 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "8000/8000 [==============================] - 0s 30us/step - loss: 0.4231 - accuracy: 0.8135 - binary_accuracy: 0.8135\n", "Epoch 8/500\n", - "8000/8000 [==============================] - 0s 25us/step - loss: 0.4232 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "8000/8000 [==============================] - 0s 36us/step - loss: 0.4213 - accuracy: 0.8151 - binary_accuracy: 0.8151\n", "Epoch 9/500\n", - "8000/8000 [==============================] - 0s 27us/step - loss: 0.4218 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "8000/8000 [==============================] - 0s 31us/step - loss: 0.4199 - accuracy: 0.8174 - binary_accuracy: 0.8174\n", "Epoch 10/500\n", - "8000/8000 [==============================] - 0s 25us/step - loss: 0.4206 - accuracy: 0.7960 - binary_accuracy: 0.7960\n", + "8000/8000 [==============================] - 0s 34us/step - loss: 0.4190 - accuracy: 0.8205 - binary_accuracy: 0.8205\n", "Epoch 11/500\n", - "8000/8000 [==============================] - 0s 25us/step - loss: 0.4194 - accuracy: 0.8035 - binary_accuracy: 0.8035\n", + "8000/8000 [==============================] - 0s 29us/step - loss: 0.4174 - accuracy: 0.8221 - binary_accuracy: 0.8221\n", "Epoch 12/500\n", - "8000/8000 [==============================] - 0s 27us/step - loss: 0.4190 - accuracy: 0.8202 - binary_accuracy: 0.8202\n", + "8000/8000 [==============================] - 0s 29us/step - loss: 0.4167 - accuracy: 0.8250 - binary_accuracy: 0.8250\n", "Epoch 13/500\n", - "8000/8000 [==============================] - 0s 25us/step - loss: 0.4178 - accuracy: 0.8223 - binary_accuracy: 0.8223\n", + "8000/8000 [==============================] - 0s 30us/step - loss: 0.4150 - accuracy: 0.8255 - binary_accuracy: 0.8255\n", "Epoch 14/500\n", - "8000/8000 [==============================] - 0s 27us/step - loss: 0.4171 - accuracy: 0.8234 - binary_accuracy: 0.8234\n", + "8000/8000 [==============================] - 0s 43us/step - loss: 0.4140 - accuracy: 0.8269 - binary_accuracy: 0.8269\n", "Epoch 15/500\n", - "8000/8000 [==============================] - 0s 25us/step - loss: 0.4162 - accuracy: 0.8245 - binary_accuracy: 0.8245\n", + "8000/8000 [==============================] - 0s 38us/step - loss: 0.4131 - accuracy: 0.8271 - binary_accuracy: 0.8271\n", "Epoch 16/500\n", - "8000/8000 [==============================] - 0s 27us/step - loss: 0.4153 - accuracy: 0.8255 - binary_accuracy: 0.8255\n", + "8000/8000 [==============================] - 0s 36us/step - loss: 0.4118 - accuracy: 0.8286 - binary_accuracy: 0.8286\n", "Epoch 17/500\n", - "8000/8000 [==============================] - 0s 27us/step - loss: 0.4149 - accuracy: 0.8260 - binary_accuracy: 0.8260\n", + "8000/8000 [==============================] - 0s 32us/step - loss: 0.4112 - accuracy: 0.8304 - binary_accuracy: 0.8304\n", "Epoch 18/500\n", - "8000/8000 [==============================] - 0s 26us/step - loss: 0.4144 - accuracy: 0.8276 - binary_accuracy: 0.8276\n", + "8000/8000 [==============================] - 0s 36us/step - loss: 0.4105 - accuracy: 0.8305 - binary_accuracy: 0.8305\n", "Epoch 19/500\n", - "8000/8000 [==============================] - 0s 28us/step - loss: 0.4134 - accuracy: 0.8300 - binary_accuracy: 0.8300\n", + "8000/8000 [==============================] - 0s 31us/step - loss: 0.4096 - accuracy: 0.8300 - binary_accuracy: 0.8300\n", "Epoch 20/500\n", - "8000/8000 [==============================] - 0s 26us/step - loss: 0.4130 - accuracy: 0.8300 - binary_accuracy: 0.8300\n", + "8000/8000 [==============================] - 0s 36us/step - loss: 0.4090 - accuracy: 0.8285 - binary_accuracy: 0.8285\n", "Epoch 21/500\n", - "8000/8000 [==============================] - 0s 27us/step - loss: 0.4123 - accuracy: 0.8301 - binary_accuracy: 0.8301\n", + "8000/8000 [==============================] - 0s 34us/step - loss: 0.4085 - accuracy: 0.8301 - binary_accuracy: 0.8301\n", "Epoch 22/500\n", - "8000/8000 [==============================] - 0s 31us/step - loss: 0.4115 - accuracy: 0.8317 - binary_accuracy: 0.8317\n", + "8000/8000 [==============================] - 0s 36us/step - loss: 0.4082 - accuracy: 0.8298 - binary_accuracy: 0.8298\n", "Epoch 23/500\n", - "8000/8000 [==============================] - 0s 26us/step - loss: 0.4108 - accuracy: 0.8325 - binary_accuracy: 0.8325\n", + "8000/8000 [==============================] - 0s 32us/step - loss: 0.4073 - accuracy: 0.8307 - binary_accuracy: 0.8307\n", "Epoch 24/500\n", - "8000/8000 [==============================] - 0s 26us/step - loss: 0.4103 - accuracy: 0.8317 - binary_accuracy: 0.8317\n", + "8000/8000 [==============================] - 0s 36us/step - loss: 0.4070 - accuracy: 0.8319 - binary_accuracy: 0.8319\n", "Epoch 25/500\n", - "8000/8000 [==============================] - 0s 28us/step - loss: 0.4097 - accuracy: 0.8331 - binary_accuracy: 0.8331\n", + "8000/8000 [==============================] - 0s 32us/step - loss: 0.4069 - accuracy: 0.8322 - binary_accuracy: 0.8322\n", "Epoch 26/500\n", - "8000/8000 [==============================] - 0s 29us/step - loss: 0.4094 - accuracy: 0.8334 - binary_accuracy: 0.8334\n", + "8000/8000 [==============================] - 0s 35us/step - loss: 0.4056 - accuracy: 0.8309 - binary_accuracy: 0.8309\n", "Epoch 27/500\n", - "8000/8000 [==============================] - 0s 25us/step - loss: 0.4084 - accuracy: 0.8326 - binary_accuracy: 0.8326\n", + "8000/8000 [==============================] - 0s 34us/step - loss: 0.4055 - accuracy: 0.8314 - binary_accuracy: 0.8314\n", "Epoch 28/500\n", - "8000/8000 [==============================] - 0s 25us/step - loss: 0.4081 - accuracy: 0.8339 - binary_accuracy: 0.8339\n", + "8000/8000 [==============================] - 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"8000/8000 [==============================] - 0s 24us/step - loss: 3.1467 - accuracy: 0.7960\n", + "8000/8000 [==============================] - 0s 28us/step - loss: 3.1467 - accuracy: 0.7960\n", "Epoch 499/500\n", - "8000/8000 [==============================] - 0s 23us/step - loss: 3.1467 - accuracy: 0.7960\n", + "8000/8000 [==============================] - 0s 26us/step - loss: 3.1467 - accuracy: 0.7960\n", "Epoch 500/500\n", - "8000/8000 [==============================] - 0s 26us/step - loss: 3.1467 - accuracy: 0.7960\n" + "8000/8000 [==============================] - 0s 29us/step - loss: 3.1467 - accuracy: 0.7960\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 21, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -2661,7 +2628,7 @@ "\n", "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'sigmoid', input_dim = 11))\n", "\n", - "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'sigmoid'))\n", + "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'hard_sigmoid'))\n", "\n", "classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'tanh'))\n", "\n", @@ -2672,7 +2639,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -2689,7 +2656,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -2716,7 +2683,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -2724,161 +2691,161 @@ "output_type": "stream", "text": [ "Epoch 1/500\n", - "8000/8000 [==============================] - 0s 44us/step - loss: 0.6251 - accuracy: 0.7960\n", + "8000/8000 [==============================] - 0s 51us/step - loss: 0.6415 - accuracy: 0.7345\n", "Epoch 2/500\n", - "8000/8000 [==============================] - 0s 25us/step - loss: 0.4886 - accuracy: 0.7960\n", + "8000/8000 [==============================] - 0s 39us/step - loss: 0.5391 - accuracy: 0.7960\n", "Epoch 3/500\n", - "8000/8000 [==============================] - 0s 25us/step - loss: 0.4651 - accuracy: 0.7960\n", + "8000/8000 [==============================] - 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0s 29us/step - loss: 0.3550 - accuracy: 0.8534\n", "Epoch 497/500\n", - "8000/8000 [==============================] - 0s 25us/step - loss: 0.3298 - accuracy: 0.8631\n", + "8000/8000 [==============================] - 0s 38us/step - loss: 0.3550 - accuracy: 0.8524\n", "Epoch 498/500\n", - "8000/8000 [==============================] - 0s 25us/step - loss: 0.3294 - accuracy: 0.8639\n", + "8000/8000 [==============================] - 0s 37us/step - loss: 0.3548 - accuracy: 0.8535\n", "Epoch 499/500\n", - "8000/8000 [==============================] - 0s 26us/step - loss: 0.3292 - accuracy: 0.8650\n", + "8000/8000 [==============================] - 0s 36us/step - loss: 0.3547 - accuracy: 0.8531\n", "Epoch 500/500\n", - "8000/8000 [==============================] - 0s 25us/step - loss: 0.3299 - accuracy: 0.8640\n" + "8000/8000 [==============================] - 0s 28us/step - loss: 0.3544 - accuracy: 0.8543\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 24, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -3779,7 +3746,7 @@ "\n", "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'sigmoid', input_dim = 11))\n", "\n", - "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n", + "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'hard_sigmoid'))\n", "\n", "classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))\n", "\n", @@ -3790,7 +3757,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -3807,15 +3774,15 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[1518 77]\n", - " [ 198 207]]\n" + "[[1532 63]\n", + " [ 227 178]]\n" ] } ], @@ -3837,16 +3804,22 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "accuracies:%s\n", - "mean:%s\n", - "variance:%s\n" + "accuracies:\n", + "[0.78625 0.79000002 0.80000001 0.84249997 0.81625003 0.81\n", + " 0.85874999 0.84375 0.79874998 0.79500002]\n", + "\n", + " mean:\n", + "0.8141250014305115\n", + "\n", + " variance:\n", + "0.024200004566115384\n" ] } ], @@ -3858,9 +3831,9 @@ "\n", "def build_classifier():\n", " classifier = Sequential()\n", - " classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))\n", - " classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n", - " classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))\n", + " classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'hard_sigmoid', input_dim = 11))\n", + " classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'hard_sigmoid'))\n", + " classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'elu'))\n", " classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n", " return classifier\n", "\n", @@ -3868,7 +3841,12 @@ "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()\n", - "print(\"accuracies:%s\\nmean:%s\\nvariance:%s\".format(accuracies, mean, variance))" + "print('accuracies:')\n", + "print(accuracies) \n", + "print('\\n mean:')\n", + "print(mean) \n", + "print('\\n variance:')\n", + "print(variance)" ] }, { @@ -3881,7 +3859,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -3891,7 +3869,7 @@ " 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(Dense(units = 6, kernel_initializer = 'uniform', activation = 'hard_sigmoid'))\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", @@ -3912,7 +3890,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -3925,7 +3903,7 @@ " 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(Dense(units = 6, kernel_initializer = 'uniform', activation = 'hard_sigmoid'))\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", @@ -3944,161 +3922,161 @@ "output_type": "stream", "text": [ "Epoch 1/50\n", - "7200/7200 [==============================] - 2s 212us/step - loss: 0.5043 - accuracy: 0.7967\n", + "7200/7200 [==============================] - 2s 227us/step - loss: 0.5192 - accuracy: 0.7951\n", "Epoch 2/50\n", - "7200/7200 [==============================] - 1s 173us/step - loss: 0.4414 - accuracy: 0.7971\n", + "7200/7200 [==============================] - 1s 181us/step - loss: 0.4660 - accuracy: 0.7971\n", "Epoch 3/50\n", - "7200/7200 [==============================] - 1s 171us/step - loss: 0.4386 - accuracy: 0.7971\n", + "7200/7200 [==============================] - 1s 178us/step - loss: 0.4590 - accuracy: 0.7971\n", "Epoch 4/50\n", - "7200/7200 [==============================] - 1s 175us/step - loss: 0.4370 - accuracy: 0.7971\n", + "7200/7200 [==============================] - 1s 174us/step - loss: 0.4517 - accuracy: 0.7971\n", "Epoch 5/50\n", - "7200/7200 [==============================] - 1s 173us/step - loss: 0.4360 - accuracy: 0.7971\n", + "7200/7200 [==============================] - 1s 175us/step - loss: 0.4469 - accuracy: 0.7971\n", "Epoch 6/50\n", - "7200/7200 [==============================] - 1s 172us/step - loss: 0.4308 - accuracy: 0.7971\n", + "7200/7200 [==============================] - 1s 173us/step - loss: 0.4426 - accuracy: 0.7971\n", "Epoch 7/50\n", - "7200/7200 [==============================] - 1s 175us/step - loss: 0.4346 - accuracy: 0.7971\n", + "7200/7200 [==============================] - 1s 180us/step - loss: 0.4393 - accuracy: 0.7971\n", "Epoch 8/50\n", - 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"Epoch 21/100\n", - "7200/7200 [==============================] - 2s 261us/step - loss: 0.4023 - accuracy: 0.8350\n", - "Epoch 22/100\n", - "7200/7200 [==============================] - 2s 242us/step - loss: 0.3988 - accuracy: 0.8333\n", - "Epoch 23/100\n", - "7200/7200 [==============================] - 2s 247us/step - loss: 0.4002 - accuracy: 0.8344\n", - "Epoch 24/100\n", - "7200/7200 [==============================] - 2s 244us/step - loss: 0.4016 - accuracy: 0.8290\n", - "Epoch 25/100\n", - "7200/7200 [==============================] - 2s 244us/step - loss: 0.4046 - accuracy: 0.8314\n", - "Epoch 26/100\n", - "7200/7200 [==============================] - 2s 243us/step - loss: 0.3978 - accuracy: 0.8374\n", - "Epoch 27/100\n", - "7200/7200 [==============================] - 2s 239us/step - loss: 0.3980 - accuracy: 0.8317\n", - "Epoch 28/100\n", - "7200/7200 [==============================] - 2s 237us/step - loss: 0.4014 - accuracy: 0.8319\n", - "Epoch 29/100\n", - "7200/7200 [==============================] - 2s 230us/step - loss: 0.4000 - accuracy: 0.8340\n", - "Epoch 30/100\n", - "7200/7200 [==============================] - 2s 233us/step - loss: 0.4014 - accuracy: 0.8382\n", - "Epoch 31/100\n", - "7200/7200 [==============================] - 2s 228us/step - loss: 0.4012 - accuracy: 0.8339\n", - "Epoch 32/100\n", - "7200/7200 [==============================] - 2s 235us/step - loss: 0.3988 - accuracy: 0.8339\n", - "Epoch 33/100\n", - "7200/7200 [==============================] - 2s 228us/step - loss: 0.4002 - accuracy: 0.8343\n", - "Epoch 34/100\n", - "7200/7200 [==============================] - 2s 236us/step - loss: 0.4037 - accuracy: 0.8332\n", - "Epoch 35/100\n", - "7200/7200 [==============================] - 2s 230us/step - loss: 0.3993 - accuracy: 0.8332\n", - "Epoch 36/100\n", - "7200/7200 [==============================] - 2s 231us/step - loss: 0.4026 - accuracy: 0.8350\n", - "Epoch 37/100\n", - "7200/7200 [==============================] - 2s 233us/step - loss: 0.3973 - accuracy: 0.8376\n", - "Epoch 38/100\n", - "7200/7200 [==============================] - 2s 231us/step - loss: 0.4001 - accuracy: 0.8351\n", - "Epoch 39/100\n", - "7200/7200 [==============================] - 2s 231us/step - loss: 0.3970 - accuracy: 0.8368\n", - "Epoch 40/100\n", - "7200/7200 [==============================] - 2s 238us/step - loss: 0.4002 - accuracy: 0.8354\n", - "Epoch 41/100\n", - "7200/7200 [==============================] - 2s 234us/step - loss: 0.3982 - accuracy: 0.8344\n", - "Epoch 42/100\n", - "7200/7200 [==============================] - 2s 255us/step - loss: 0.4002 - accuracy: 0.8353\n", - "Epoch 43/100\n", - "7200/7200 [==============================] - 2s 254us/step - loss: 0.4011 - accuracy: 0.8354\n", - "Epoch 44/100\n", - "7200/7200 [==============================] - 2s 245us/step - loss: 0.4012 - accuracy: 0.8344\n", - "Epoch 45/100\n", - "7200/7200 [==============================] - 2s 237us/step - loss: 0.4001 - accuracy: 0.8342\n", - "Epoch 46/100\n", - "7200/7200 [==============================] - 2s 228us/step - loss: 0.3991 - accuracy: 0.8367\n", - "Epoch 47/100\n", - "7200/7200 [==============================] - 2s 236us/step - loss: 0.4001 - accuracy: 0.8342\n", - "Epoch 48/100\n", - "7200/7200 [==============================] - 2s 233us/step - loss: 0.3968 - accuracy: 0.8357\n", - "Epoch 49/100\n", - "7200/7200 [==============================] - 2s 230us/step - loss: 0.3950 - accuracy: 0.8383\n", - "Epoch 50/100\n", - "7200/7200 [==============================] - 2s 241us/step - loss: 0.3974 - accuracy: 0.8371\n", - "Epoch 51/100\n", - "7200/7200 [==============================] - 2s 229us/step - loss: 0.3988 - accuracy: 0.8340\n", - "Epoch 52/100\n", - "7200/7200 [==============================] - 2s 236us/step - loss: 0.3996 - accuracy: 0.8367\n", - "Epoch 53/100\n", - "7200/7200 [==============================] - 2s 229us/step - loss: 0.3983 - accuracy: 0.8379\n", - "Epoch 54/100\n", - "7200/7200 [==============================] - 2s 232us/step - loss: 0.3967 - accuracy: 0.8343\n", - "Epoch 55/100\n", - "7200/7200 [==============================] - 2s 233us/step - loss: 0.3992 - accuracy: 0.8381\n", - "Epoch 56/100\n", - "7200/7200 [==============================] - 2s 262us/step - loss: 0.3984 - accuracy: 0.8315\n", - "Epoch 57/100\n", - "2960/7200 [===========>..................] - ETA: 0s - loss: 0.4060 - accuracy: 0.8301" + "5560/7200 [======================>.......] - ETA: 0s - loss: 0.4043 - accuracy: 0.8311" ] } ], @@ -6392,7 +6030,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.4" } }, "nbformat": 4,