From efc5fa318efc385e8e99b02a98025678bff71988 Mon Sep 17 00:00:00 2001 From: Marco Kuroiva Date: Sat, 6 Apr 2019 02:39:09 -0300 Subject: [PATCH 1/2] Using different activation functions on NN --- ArtificialNeuralNetwork.ipynb | 160 ++++++++++++++++++++++++++++++---- 1 file changed, 141 insertions(+), 19 deletions(-) diff --git a/ArtificialNeuralNetwork.ipynb b/ArtificialNeuralNetwork.ipynb index 6fa36fd..f4993ae 100644 --- a/ArtificialNeuralNetwork.ipynb +++ b/ArtificialNeuralNetwork.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -22,16 +22,62 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: tensorflow==1.13.1 in /home/marco/dl_env/lib/python3.6/site-packages (from -r requirements.txt (line 1)) (1.13.1)\n", + "Requirement already satisfied: numpy==1.16.2 in /home/marco/dl_env/lib/python3.6/site-packages (from -r requirements.txt (line 2)) (1.16.2)\n", + "Requirement already satisfied: pandas==0.24.2 in /home/marco/dl_env/lib/python3.6/site-packages (from -r requirements.txt (line 3)) (0.24.2)\n", + "Requirement already satisfied: matplotlib==3.0.3 in /home/marco/dl_env/lib/python3.6/site-packages (from -r requirements.txt (line 4)) (3.0.3)\n", + "Requirement already satisfied: Keras==2.2.4 in /home/marco/dl_env/lib/python3.6/site-packages (from -r requirements.txt (line 5)) (2.2.4)\n", + "Collecting sklearn==0.0 (from -r requirements.txt (line 6))\n", + " Downloading https://files.pythonhosted.org/packages/1e/7a/dbb3be0ce9bd5c8b7e3d87328e79063f8b263b2b1bfa4774cb1147bfcd3f/sklearn-0.0.tar.gz\n", + "Requirement already satisfied: keras-applications>=1.0.6 in /home/marco/dl_env/lib/python3.6/site-packages (from tensorflow==1.13.1->-r requirements.txt (line 1)) (1.0.7)\n", + "Requirement 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(1.19.0)\n", + "Requirement already satisfied: astor>=0.6.0 in /home/marco/dl_env/lib/python3.6/site-packages (from tensorflow==1.13.1->-r requirements.txt (line 1)) (0.7.1)\n", + "Requirement already satisfied: termcolor>=1.1.0 in /home/marco/dl_env/lib/python3.6/site-packages (from tensorflow==1.13.1->-r requirements.txt (line 1)) (1.1.0)\n", + "Requirement already satisfied: tensorflow-estimator<1.14.0rc0,>=1.13.0 in /home/marco/dl_env/lib/python3.6/site-packages (from tensorflow==1.13.1->-r requirements.txt (line 1)) (1.13.0)\n", + "Requirement already satisfied: six>=1.10.0 in /home/marco/dl_env/lib/python3.6/site-packages (from tensorflow==1.13.1->-r requirements.txt (line 1)) (1.12.0)\n", + "Requirement already satisfied: wheel>=0.26 in /home/marco/dl_env/lib/python3.6/site-packages (from tensorflow==1.13.1->-r requirements.txt (line 1)) (0.33.1)\n", + "Requirement already satisfied: pytz>=2011k in /home/marco/dl_env/lib/python3.6/site-packages (from pandas==0.24.2->-r requirements.txt (line 3)) (2018.9)\n", + "Requirement already satisfied: python-dateutil>=2.5.0 in /home/marco/dl_env/lib/python3.6/site-packages (from pandas==0.24.2->-r requirements.txt (line 3)) (2.8.0)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /home/marco/dl_env/lib/python3.6/site-packages (from matplotlib==3.0.3->-r requirements.txt (line 4)) (1.0.1)\n", + "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /home/marco/dl_env/lib/python3.6/site-packages (from matplotlib==3.0.3->-r requirements.txt (line 4)) (2.3.1)\n", + "Requirement already satisfied: cycler>=0.10 in /home/marco/dl_env/lib/python3.6/site-packages (from matplotlib==3.0.3->-r requirements.txt (line 4)) (0.10.0)\n", + "Requirement already satisfied: h5py in /home/marco/dl_env/lib/python3.6/site-packages (from Keras==2.2.4->-r requirements.txt (line 5)) (2.9.0)\n", + "Requirement already satisfied: scipy>=0.14 in /home/marco/dl_env/lib/python3.6/site-packages (from 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/home/marco/dl_env/lib/python3.6/site-packages (from tensorflow-estimator<1.14.0rc0,>=1.13.0->tensorflow==1.13.1->-r requirements.txt (line 1)) (2.0.0)\n", + "Requirement already satisfied: pbr>=0.11 in /home/marco/dl_env/lib/python3.6/site-packages (from mock>=2.0.0->tensorflow-estimator<1.14.0rc0,>=1.13.0->tensorflow==1.13.1->-r requirements.txt (line 1)) (5.1.3)\n", + "Building wheels for collected packages: sklearn\n", + " Building wheel for sklearn (setup.py) ... \u001b[?25ldone\n", + "\u001b[?25h Stored in directory: /home/marco/.cache/pip/wheels/76/03/bb/589d421d27431bcd2c6da284d5f2286c8e3b2ea3cf1594c074\n", + "Successfully built sklearn\n", + "Installing collected packages: sklearn\n", + "Successfully installed sklearn-0.0\n" + ] + } + ], "source": [ "!pip install -r requirements.txt" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -43,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -55,9 +101,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/marco/dl_env/lib/python3.6/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/marco/dl_env/lib/python3.6/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": [ "# Encoding categorical data\n", "from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n", @@ -72,7 +131,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -83,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -96,9 +155,17 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], "source": [ "# Part 2 - Now let's make the ANN!\n", "\n", @@ -110,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -118,10 +185,10 @@ "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 = 6, kernel_initializer = 'uniform', activation = 'sigmoid', 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 = 6, kernel_initializer = 'uniform', activation = 'tanh'))\n", "\n", "# Adding the output layer\n", "classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))\n", @@ -132,17 +199,54 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "8000/8000 [==============================] - 1s 171us/step - loss: 0.5102 - acc: 0.7947\n", + "Epoch 2/10\n", + "8000/8000 [==============================] - 1s 116us/step - loss: 0.4465 - acc: 0.7975\n", + "Epoch 3/10\n", + "8000/8000 [==============================] - 1s 127us/step - loss: 0.4314 - acc: 0.8070\n", + "Epoch 4/10\n", + "8000/8000 [==============================] - 1s 124us/step - loss: 0.4292 - acc: 0.8047\n", + "Epoch 5/10\n", + "8000/8000 [==============================] - 1s 131us/step - loss: 0.4288 - acc: 0.8055\n", + "Epoch 6/10\n", + "8000/8000 [==============================] - 1s 137us/step - loss: 0.4282 - acc: 0.8061\n", + "Epoch 7/10\n", + "8000/8000 [==============================] - 1s 138us/step - loss: 0.4270 - acc: 0.8064\n", + "Epoch 8/10\n", + "8000/8000 [==============================] - 1s 127us/step - loss: 0.4251 - acc: 0.8086\n", + "Epoch 9/10\n", + "8000/8000 [==============================] - 1s 120us/step - loss: 0.4227 - acc: 0.8145\n", + "Epoch 10/10\n", + "8000/8000 [==============================] - 1s 125us/step - loss: 0.4195 - acc: 0.8174\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "# Fitting the ANN to the Training set\n", - "classifier.fit(X_train, y_train, batch_size = 10, epochs = 100)" + "classifier.fit(X_train, y_train, batch_size = 10, epochs = 10)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [], "source": [ @@ -158,6 +262,24 @@ "cm = confusion_matrix(y_test, y_pred)" ] }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1532 63]\n", + " [ 284 121]]\n" + ] + } + ], + "source": [ + "print(cm)" + ] + }, { "cell_type": "code", "execution_count": null, @@ -182,7 +304,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.6.5" } }, "nbformat": 4, From fff7ec455670d6f4515edff7e69509b0c417b283 Mon Sep 17 00:00:00 2001 From: Marco Kuroiva Date: Sat, 27 Apr 2019 00:56:30 -0300 Subject: [PATCH 2/2] Evaluating, improving and tuning ANN --- avaliando_e_melhorando_rede.ipynb | 8437 +++++++++++++++++++++++++++++ 1 file changed, 8437 insertions(+) create mode 100644 avaliando_e_melhorando_rede.ipynb diff --git a/avaliando_e_melhorando_rede.ipynb b/avaliando_e_melhorando_rede.ipynb new file mode 100644 index 0000000..9d7545b --- /dev/null +++ b/avaliando_e_melhorando_rede.ipynb @@ -0,0 +1,8437 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Importando e preparando os dados" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/marco/dl_env/lib/python3.6/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/marco/dl_env/lib/python3.6/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": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "# Importing the dataset\n", + "dataset = pd.read_csv('Churn_Modelling.csv')\n", + "X = dataset.iloc[:, 3:13].values\n", + "y = dataset.iloc[:, 13].values\n", + "\n", + "# Encoding categorical data\n", + "from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n", + "labelencoder_X_1 = LabelEncoder()\n", + "X[:, 1] = labelencoder_X_1.fit_transform(X[:, 1])\n", + "labelencoder_X_2 = LabelEncoder()\n", + "X[:, 2] = labelencoder_X_2.fit_transform(X[:, 2])\n", + "onehotencoder = OneHotEncoder(categorical_features = [1])\n", + "X = onehotencoder.fit_transform(X).toarray()\n", + "X = X[:, 1:]\n", + "\n", + "# 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)\n", + "\n", + "# Feature Scaling\n", + "from sklearn.preprocessing import StandardScaler\n", + "sc = StandardScaler()\n", + "X_train = sc.fit_transform(X_train)\n", + "X_test = sc.transform(X_test)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Avaliando" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "from keras.wrappers.scikit_learn import KerasClassifier\n", + "from sklearn.model_selection import GridSearchCV\n", + "from sklearn.model_selection import cross_val_score\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense\n", + "from keras.layers import Dropout" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "def build_classifier():\n", + " classifier = Sequential()\n", + " classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))\n", + " classifier.add(Dropout(rate = 0.1))\n", + " classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n", + " classifier.add(Dropout(rate = 0.1))\n", + " classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))\n", + " classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n", + " return classifier" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Capturando média e desvio padrão da acurácia" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8271249962970615\n", + "0.01134749438249182\n" + ] + } + ], + "source": [ + "classifier = KerasClassifier(build_fn = build_classifier, batch_size = 10, epochs = 10)\n", + "accuracies = cross_val_score(estimator = classifier, X = X_train, y = y_train, cv = 10, n_jobs = -1)\n", + "print(accuracies.mean())\n", + "print(accuracies.std())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Encontrando os melhores parâmetros" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "def build_classifier(optimizer):\n", + " classifier = Sequential()\n", + " classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))\n", + " classifier.add(Dropout(rate = 0.1))\n", + " classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n", + " classifier.add(Dropout(rate = 0.1))\n", + " classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))\n", + " classifier.compile(optimizer = optimizer, loss = 'binary_crossentropy', metrics = ['accuracy'])\n", + " return classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = KerasClassifier(build_fn = build_classifier)\n", + "parameters = {'batch_size': [25, 32],\n", + " 'epochs': [5, 10, 50],\n", + " 'optimizer': ['sgd', 'adam', 'rmsprop']}\n", + "\n", + "grid_search = GridSearchCV(estimator = classifier,\n", + " scoring = 'accuracy',\n", + " param_grid = parameters,\n", + " cv = 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /home/marco/dl_env/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Colocations handled automatically by placer.\n", + "WARNING:tensorflow:From /home/marco/dl_env/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n", + "WARNING:tensorflow:From /home/marco/dl_env/lib/python3.6/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use tf.cast instead.\n", + "Epoch 1/5\n", + "7200/7200 [==============================] - 1s 81us/step - loss: 0.6097 - acc: 0.7969\n", + "Epoch 2/5\n", + "7200/7200 [==============================] - 0s 53us/step - loss: 0.5353 - acc: 0.7971\n", + "Epoch 3/5\n", + "7200/7200 [==============================] - 0s 47us/step - loss: 0.5146 - acc: 0.7971\n", + "Epoch 4/5\n", + "7200/7200 [==============================] - 0s 52us/step - loss: 0.5080 - acc: 0.7971\n", + "Epoch 5/5\n", + "7200/7200 [==============================] - 0s 49us/step - loss: 0.5057 - acc: 0.7971\n", + "Epoch 1/5\n", + "7200/7200 [==============================] - 1s 80us/step - loss: 0.6103 - acc: 0.7949\n", + "Epoch 2/5\n", + "7200/7200 [==============================] - 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acc: 0.7961\n", + "Epoch 12/50\n", + "7200/7200 [==============================] - 1s 176us/step - loss: 0.4316 - acc: 0.7961\n", + "Epoch 13/50\n", + "7200/7200 [==============================] - 1s 172us/step - loss: 0.4286 - acc: 0.7961\n", + "Epoch 14/50\n", + "7200/7200 [==============================] - 1s 170us/step - loss: 0.4312 - acc: 0.7967\n", + "Epoch 15/50\n", + "7200/7200 [==============================] - 1s 171us/step - loss: 0.4279 - acc: 0.8099\n", + "Epoch 16/50\n", + "7200/7200 [==============================] - 1s 172us/step - loss: 0.4270 - acc: 0.8210\n", + "Epoch 17/50\n", + "7200/7200 [==============================] - 1s 174us/step - loss: 0.4285 - acc: 0.8157\n", + "Epoch 18/50\n", + "7200/7200 [==============================] - 1s 171us/step - loss: 0.4296 - acc: 0.8207\n", + "Epoch 19/50\n", + "7200/7200 [==============================] - 1s 174us/step - loss: 0.4296 - acc: 0.8214\n", + "Epoch 20/50\n", + "7200/7200 [==============================] - 1s 174us/step - loss: 0.4287 - acc: 0.8200\n", + "Epoch 21/50\n", + "7200/7200 [==============================] - 1s 176us/step - loss: 0.4263 - acc: 0.8237\n", + "Epoch 22/50\n", + "7200/7200 [==============================] - 1s 175us/step - loss: 0.4287 - acc: 0.8221\n", + "Epoch 23/50\n", + "7200/7200 [==============================] - 1s 176us/step - loss: 0.4266 - acc: 0.8247\n", + "Epoch 24/50\n", + "7200/7200 [==============================] - 1s 175us/step - loss: 0.4257 - acc: 0.8257\n", + "Epoch 25/50\n", + "7200/7200 [==============================] - 1s 174us/step - loss: 0.4293 - acc: 0.8222\n", + "Epoch 26/50\n", + "7200/7200 [==============================] - 1s 177us/step - loss: 0.4279 - acc: 0.8251\n", + "Epoch 27/50\n", + "7200/7200 [==============================] - 1s 200us/step - loss: 0.4268 - acc: 0.8267\n", + "Epoch 28/50\n", + "7200/7200 [==============================] - 1s 197us/step - loss: 0.4282 - acc: 0.8293\n", + "Epoch 29/50\n", + "7200/7200 [==============================] - 1s 202us/step - loss: 0.4274 - acc: 0.8267\n", + "Epoch 30/50\n", + "7200/7200 [==============================] - 1s 186us/step - loss: 0.4299 - acc: 0.8274\n", + "Epoch 31/50\n", + "7200/7200 [==============================] - 1s 202us/step - loss: 0.4250 - acc: 0.8244\n", + "Epoch 32/50\n", + "7200/7200 [==============================] - 1s 188us/step - loss: 0.4257 - acc: 0.8253\n", + "Epoch 33/50\n", + "7200/7200 [==============================] - 2s 208us/step - loss: 0.4278 - acc: 0.8261\n", + "Epoch 34/50\n", + "7200/7200 [==============================] - 1s 176us/step - loss: 0.4262 - acc: 0.8285\n", + "Epoch 35/50\n", + "7200/7200 [==============================] - 1s 202us/step - loss: 0.4252 - acc: 0.8265\n", + "Epoch 36/50\n", + "7200/7200 [==============================] - 1s 195us/step - loss: 0.4261 - acc: 0.8278\n", + "Epoch 37/50\n", + "7200/7200 [==============================] - 1s 178us/step - loss: 0.4309 - acc: 0.8262\n", + "Epoch 38/50\n", + "7200/7200 [==============================] - 1s 177us/step - loss: 0.4234 - acc: 0.8279\n", + "Epoch 39/50\n", + "7200/7200 [==============================] - 1s 204us/step - loss: 0.4239 - acc: 0.8260\n", + "Epoch 40/50\n", + "7200/7200 [==============================] - 1s 175us/step - loss: 0.4241 - acc: 0.8264\n", + "Epoch 41/50\n", + "7200/7200 [==============================] - 2s 232us/step - loss: 0.4271 - acc: 0.8279\n", + "Epoch 42/50\n", + "7200/7200 [==============================] - 1s 196us/step - loss: 0.4256 - acc: 0.8269\n", + "Epoch 43/50\n", + "7200/7200 [==============================] - 2s 209us/step - loss: 0.4266 - acc: 0.8268\n", + "Epoch 44/50\n", + "7200/7200 [==============================] - 1s 184us/step - loss: 0.4270 - acc: 0.8297\n", + "Epoch 45/50\n", + "7200/7200 [==============================] - 1s 170us/step - loss: 0.4268 - acc: 0.8264\n", + "Epoch 46/50\n", + "7200/7200 [==============================] - 2s 210us/step - loss: 0.4248 - acc: 0.8242\n", + "Epoch 47/50\n", + "7200/7200 [==============================] - 2s 214us/step - loss: 0.4249 - acc: 0.8283\n", + "Epoch 48/50\n", + "7200/7200 [==============================] - 1s 185us/step - loss: 0.4238 - acc: 0.8274\n", + "Epoch 49/50\n", + "7200/7200 [==============================] - 1s 166us/step - loss: 0.4241 - acc: 0.8283\n", + "Epoch 50/50\n", + "7200/7200 [==============================] - 1s 172us/step - loss: 0.4254 - acc: 0.8296\n", + "Epoch 1/50\n", + "8000/8000 [==============================] - 18s 2ms/step - loss: 0.5572 - acc: 0.7957\n", + "Epoch 2/50\n", + "8000/8000 [==============================] - 2s 285us/step - loss: 0.4454 - acc: 0.7960\n", + "Epoch 3/50\n", + "8000/8000 [==============================] - 2s 263us/step - loss: 0.4401 - acc: 0.7960\n", + "Epoch 4/50\n", + "8000/8000 [==============================] - 2s 310us/step - loss: 0.4326 - acc: 0.7960\n", + "Epoch 5/50\n", + "8000/8000 [==============================] - 2s 221us/step - loss: 0.4336 - acc: 0.7960\n", + "Epoch 6/50\n", + "8000/8000 [==============================] - 2s 237us/step - loss: 0.4297 - acc: 0.7960\n", + "Epoch 7/50\n", + "8000/8000 [==============================] - 2s 247us/step - loss: 0.4289 - acc: 0.7960\n", + "Epoch 8/50\n", + "8000/8000 [==============================] - 2s 228us/step - loss: 0.4284 - acc: 0.7960\n", + "Epoch 9/50\n", + "8000/8000 [==============================] - 2s 218us/step - loss: 0.4259 - acc: 0.7960\n", + "Epoch 10/50\n", + "8000/8000 [==============================] - 2s 208us/step - loss: 0.4281 - acc: 0.8100\n", + "Epoch 11/50\n", + "8000/8000 [==============================] - 2s 215us/step - loss: 0.4292 - acc: 0.8209\n", + "Epoch 12/50\n", + "8000/8000 [==============================] - 2s 222us/step - loss: 0.4285 - acc: 0.8229\n", + "Epoch 13/50\n", + "8000/8000 [==============================] - 2s 226us/step - loss: 0.4267 - acc: 0.8226\n", + "Epoch 14/50\n", + "8000/8000 [==============================] - 2s 242us/step - loss: 0.4254 - acc: 0.8244\n", + "Epoch 15/50\n", + "8000/8000 [==============================] - 2s 245us/step - loss: 0.4253 - acc: 0.8282\n", + "Epoch 16/50\n", + "8000/8000 [==============================] - 2s 262us/step - loss: 0.4301 - acc: 0.8255\n", + "Epoch 17/50\n", + "8000/8000 [==============================] - 3s 376us/step - loss: 0.4269 - acc: 0.8242\n", + "Epoch 18/50\n", + "8000/8000 [==============================] - 3s 396us/step - loss: 0.4236 - acc: 0.8257\n", + "Epoch 19/50\n", + "8000/8000 [==============================] - 3s 430us/step - loss: 0.4277 - acc: 0.8241\n", + "Epoch 20/50\n", + "8000/8000 [==============================] - 3s 347us/step - loss: 0.4248 - acc: 0.8269\n", + "Epoch 21/50\n", + "8000/8000 [==============================] - 3s 351us/step - loss: 0.4241 - acc: 0.8262\n", + "Epoch 22/50\n", + "8000/8000 [==============================] - 3s 367us/step - loss: 0.4234 - acc: 0.8280\n", + "Epoch 23/50\n", + "8000/8000 [==============================] - 3s 356us/step - loss: 0.4233 - acc: 0.8266\n", + "Epoch 24/50\n", + "8000/8000 [==============================] - 3s 351us/step - loss: 0.4247 - acc: 0.8261\n", + "Epoch 25/50\n", + "8000/8000 [==============================] - 3s 364us/step - loss: 0.4238 - acc: 0.8284\n", + "Epoch 26/50\n", + "8000/8000 [==============================] - 3s 353us/step - loss: 0.4227 - acc: 0.8276\n", + "Epoch 27/50\n", + "8000/8000 [==============================] - 3s 433us/step - loss: 0.4224 - acc: 0.8291\n", + "Epoch 28/50\n", + "8000/8000 [==============================] - 3s 383us/step - loss: 0.4213 - acc: 0.8309\n", + "Epoch 29/50\n", + "8000/8000 [==============================] - 3s 387us/step - loss: 0.4224 - acc: 0.8292\n", + "Epoch 30/50\n", + "8000/8000 [==============================] - 3s 373us/step - loss: 0.4234 - acc: 0.8272\n", + "Epoch 31/50\n", + "8000/8000 [==============================] - 3s 378us/step - loss: 0.4241 - acc: 0.8296\n", + "Epoch 32/50\n", + "8000/8000 [==============================] - 3s 359us/step - loss: 0.4198 - acc: 0.8327\n", + "Epoch 33/50\n", + "8000/8000 [==============================] - 3s 358us/step - loss: 0.4228 - acc: 0.8266\n", + "Epoch 34/50\n", + "8000/8000 [==============================] - 3s 369us/step - loss: 0.4230 - acc: 0.8277\n", + "Epoch 35/50\n", + "8000/8000 [==============================] - 3s 343us/step - loss: 0.4250 - acc: 0.8316\n", + "Epoch 36/50\n", + "8000/8000 [==============================] - 2s 305us/step - loss: 0.4229 - acc: 0.8291\n", + "Epoch 37/50\n", + "8000/8000 [==============================] - 2s 306us/step - loss: 0.4248 - acc: 0.8286\n", + "Epoch 38/50\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8000/8000 [==============================] - 2s 310us/step - loss: 0.4226 - acc: 0.8292\n", + "Epoch 39/50\n", + "8000/8000 [==============================] - 2s 306us/step - loss: 0.4228 - acc: 0.8292\n", + "Epoch 40/50\n", + "8000/8000 [==============================] - 2s 308us/step - loss: 0.4202 - acc: 0.8277\n", + "Epoch 41/50\n", + "8000/8000 [==============================] - 2s 308us/step - loss: 0.4226 - acc: 0.8302\n", + "Epoch 42/50\n", + "8000/8000 [==============================] - 2s 293us/step - loss: 0.4216 - acc: 0.8306\n", + "Epoch 43/50\n", + "8000/8000 [==============================] - 3s 315us/step - loss: 0.4236 - acc: 0.8294\n", + "Epoch 44/50\n", + "8000/8000 [==============================] - 2s 290us/step - loss: 0.4248 - acc: 0.8281\n", + "Epoch 45/50\n", + "8000/8000 [==============================] - 2s 308us/step - loss: 0.4225 - acc: 0.8297\n", + "Epoch 46/50\n", + "8000/8000 [==============================] - 2s 311us/step - loss: 0.4223 - acc: 0.8284\n", + "Epoch 47/50\n", + "8000/8000 [==============================] - 2s 293us/step - loss: 0.4187 - acc: 0.8291\n", + "Epoch 48/50\n", + "8000/8000 [==============================] - 2s 312us/step - loss: 0.4208 - acc: 0.8310\n", + "Epoch 49/50\n", + "8000/8000 [==============================] - 2s 285us/step - loss: 0.4217 - acc: 0.8291\n", + "Epoch 50/50\n", + "8000/8000 [==============================] - 2s 308us/step - loss: 0.4198 - acc: 0.8290\n" + ] + } + ], + "source": [ + "grid_search = grid_search.fit(X_train, y_train)\n", + "\n", + "best_parameters = grid_search.best_params_\n", + "best_accuracy = grid_search.best_score_" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "- Melhores parâmetros encontrados e sua acurácia" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'batch_size': 25, 'epochs': 50, 'optimizer': 'rmsprop'}\n", + "0.8365\n" + ] + } + ], + "source": [ + "print(best_parameters)\n", + "print(best_accuracy)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}