diff --git a/.ipynb_checkpoints/Artificial Neural Network-checkpoint.ipynb b/.ipynb_checkpoints/Artificial Neural Network-checkpoint.ipynb new file mode 100644 index 0000000..6940739 --- /dev/null +++ b/.ipynb_checkpoints/Artificial Neural Network-checkpoint.ipynb @@ -0,0 +1,407 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Artificial Neural Network\n", + "\n", + "# Installing Theano\n", + "# pip install --upgrade --no-deps git+git://github.com/Theano/Theano.git\n", + "\n", + "# Installing Tensorflow\n", + "# pip install tensorflow\n", + "\n", + "# Installing Keras\n", + "# pip install --upgrade keras\n", + "\n", + "# Part 1 - Data Preprocessing\n", + "\n", + "# Importing the libraries\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Importing the dataset\n", + "dataset = pd.read_csv('Churn_Modelling.csv')\n", + "X = dataset.iloc[:, 3:13].values\n", + "y = dataset.iloc[:, 13].values" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.5/dist-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", + "/usr/local/lib/python3.5/dist-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", + "labelencoder_X_1 = LabelEncoder()\n", + "X[:, 1] = labelencoder_X_1.fit_transform(X[:, 1])\n", + "labelencoder_X_2 = LabelEncoder()\n", + "X[:, 2] = labelencoder_X_2.fit_transform(X[:, 2])\n", + "onehotencoder = OneHotEncoder(categorical_features = [1])\n", + "X = onehotencoder.fit_transform(X).toarray()\n", + "X = X[:, 1:]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Splitting the dataset into the Training set and Test set\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Feature Scaling\n", + "from sklearn.preprocessing import StandardScaler\n", + "sc = StandardScaler()\n", + "X_train = sc.fit_transform(X_train)\n", + "X_test = sc.transform(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], + "source": [ + "# Part 2 - Now let's make the ANN!\n", + "\n", + "# Importing the Keras libraries and packages\n", + "import keras\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialising the ANN\n", + "classifier = Sequential()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /usr/local/lib/python3.5/dist-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Colocations handled automatically by placer.\n" + ] + } + ], + "source": [ + "# Adding the input layer and the first hidden layer\n", + "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Adding the second hidden layer\n", + "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'tanh'))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Adding the output layer\n", + "classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Compiling the ANN\n", + "classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /usr/local/lib/python3.5/dist-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 1/50\n", + "8000/8000 [==============================] - 2s 224us/step - loss: 0.4873 - acc: 0.7949\n", + "Epoch 2/50\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.4252 - acc: 0.8000\n", + "Epoch 3/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.4152 - acc: 0.8311\n", + "Epoch 4/50\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.4099 - acc: 0.8345\n", + "Epoch 5/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.4071 - acc: 0.8329\n", + "Epoch 6/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.4047 - acc: 0.8341\n", + "Epoch 7/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.4037 - acc: 0.8349\n", + "Epoch 8/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.4027 - acc: 0.8334\n", + "Epoch 9/50\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.4020 - acc: 0.8341\n", + "Epoch 10/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.4014 - acc: 0.8350\n", + "Epoch 11/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.4008 - acc: 0.8340\n", + "Epoch 12/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.4005 - acc: 0.8344\n", + "Epoch 13/50\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.4002 - acc: 0.8351\n", + "Epoch 14/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3993 - acc: 0.8346\n", + "Epoch 15/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3995 - acc: 0.8351\n", + "Epoch 16/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3993 - acc: 0.8357\n", + "Epoch 17/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3993 - acc: 0.8355\n", + "Epoch 18/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3991 - acc: 0.8347\n", + "Epoch 19/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3987 - acc: 0.8360\n", + "Epoch 20/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3986 - acc: 0.8345\n", + "Epoch 21/50\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.3982 - acc: 0.8340\n", + "Epoch 22/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3981 - acc: 0.8346\n", + "Epoch 23/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3980 - acc: 0.8355\n", + "Epoch 24/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3977 - acc: 0.8339\n", + "Epoch 25/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3970 - acc: 0.8352\n", + "Epoch 26/50\n", + "8000/8000 [==============================] - 1s 79us/step - loss: 0.3967 - acc: 0.8345\n", + "Epoch 27/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3967 - acc: 0.8359\n", + "Epoch 28/50\n", + "8000/8000 [==============================] - 1s 78us/step - loss: 0.3965 - acc: 0.8357\n", + "Epoch 29/50\n", + "8000/8000 [==============================] - 1s 78us/step - loss: 0.3962 - acc: 0.8366\n", + "Epoch 30/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3961 - acc: 0.8355\n", + "Epoch 31/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3959 - acc: 0.8360\n", + "Epoch 32/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3954 - acc: 0.8362\n", + "Epoch 33/50\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.3956 - acc: 0.8376\n", + "Epoch 34/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3948 - acc: 0.8379\n", + "Epoch 35/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3947 - acc: 0.8391\n", + "Epoch 36/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3951 - acc: 0.8374\n", + "Epoch 37/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3948 - acc: 0.8372\n", + "Epoch 38/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3945 - acc: 0.8371\n", + "Epoch 39/50\n", + "8000/8000 [==============================] - 1s 78us/step - loss: 0.3949 - acc: 0.8356\n", + "Epoch 40/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3944 - acc: 0.8364\n", + "Epoch 41/50\n", + "8000/8000 [==============================] - 1s 78us/step - loss: 0.3946 - acc: 0.8364\n", + "Epoch 42/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3944 - acc: 0.8374\n", + "Epoch 43/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3943 - acc: 0.8384\n", + "Epoch 44/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3941 - acc: 0.8381\n", + "Epoch 45/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3942 - acc: 0.8375\n", + "Epoch 46/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3944 - acc: 0.8372\n", + "Epoch 47/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3937 - acc: 0.8347\n", + "Epoch 48/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3937 - acc: 0.8375\n", + "Epoch 49/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3941 - acc: 0.8365\n", + "Epoch 50/50\n", + "8000/8000 [==============================] - 1s 78us/step - loss: 0.3937 - acc: 0.8367\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Fitting the ANN to the Training set\n", + "classifier.fit(X_train, y_train, batch_size = 10, epochs = 50)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Part 3 - Making predictions and evaluating the model\n", + "\n", + "# Predicting the Test set results\n", + "y_pred = classifier.predict(X_test)\n", + "y_pred = (y_pred > 0.5)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[False],\n", + " [False],\n", + " [False],\n", + " ...,\n", + " [False],\n", + " [False],\n", + " [False]])" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_pred" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Making the Confusion Matrix\n", + "from sklearn.metrics import confusion_matrix\n", + "cm = confusion_matrix(y_test, y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1546, 49],\n", + " [ 257, 148]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cm" + ] + }, + { + "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": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Artificial Neural Network.ipynb b/Artificial Neural Network.ipynb new file mode 100644 index 0000000..6940739 --- /dev/null +++ b/Artificial Neural Network.ipynb @@ -0,0 +1,407 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Artificial Neural Network\n", + "\n", + "# Installing Theano\n", + "# pip install --upgrade --no-deps git+git://github.com/Theano/Theano.git\n", + "\n", + "# Installing Tensorflow\n", + "# pip install tensorflow\n", + "\n", + "# Installing Keras\n", + "# pip install --upgrade keras\n", + "\n", + "# Part 1 - Data Preprocessing\n", + "\n", + "# Importing the libraries\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Importing the dataset\n", + "dataset = pd.read_csv('Churn_Modelling.csv')\n", + "X = dataset.iloc[:, 3:13].values\n", + "y = dataset.iloc[:, 13].values" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.5/dist-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", + "/usr/local/lib/python3.5/dist-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", + "labelencoder_X_1 = LabelEncoder()\n", + "X[:, 1] = labelencoder_X_1.fit_transform(X[:, 1])\n", + "labelencoder_X_2 = LabelEncoder()\n", + "X[:, 2] = labelencoder_X_2.fit_transform(X[:, 2])\n", + "onehotencoder = OneHotEncoder(categorical_features = [1])\n", + "X = onehotencoder.fit_transform(X).toarray()\n", + "X = X[:, 1:]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Splitting the dataset into the Training set and Test set\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Feature Scaling\n", + "from sklearn.preprocessing import StandardScaler\n", + "sc = StandardScaler()\n", + "X_train = sc.fit_transform(X_train)\n", + "X_test = sc.transform(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], + "source": [ + "# Part 2 - Now let's make the ANN!\n", + "\n", + "# Importing the Keras libraries and packages\n", + "import keras\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialising the ANN\n", + "classifier = Sequential()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /usr/local/lib/python3.5/dist-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Colocations handled automatically by placer.\n" + ] + } + ], + "source": [ + "# Adding the input layer and the first hidden layer\n", + "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Adding the second hidden layer\n", + "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'tanh'))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Adding the output layer\n", + "classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Compiling the ANN\n", + "classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /usr/local/lib/python3.5/dist-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 1/50\n", + "8000/8000 [==============================] - 2s 224us/step - loss: 0.4873 - acc: 0.7949\n", + "Epoch 2/50\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.4252 - acc: 0.8000\n", + "Epoch 3/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.4152 - acc: 0.8311\n", + "Epoch 4/50\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.4099 - acc: 0.8345\n", + "Epoch 5/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.4071 - acc: 0.8329\n", + "Epoch 6/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.4047 - acc: 0.8341\n", + "Epoch 7/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.4037 - acc: 0.8349\n", + "Epoch 8/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.4027 - acc: 0.8334\n", + "Epoch 9/50\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.4020 - acc: 0.8341\n", + "Epoch 10/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.4014 - acc: 0.8350\n", + "Epoch 11/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.4008 - acc: 0.8340\n", + "Epoch 12/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.4005 - acc: 0.8344\n", + "Epoch 13/50\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.4002 - acc: 0.8351\n", + "Epoch 14/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3993 - acc: 0.8346\n", + "Epoch 15/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3995 - acc: 0.8351\n", + "Epoch 16/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3993 - acc: 0.8357\n", + "Epoch 17/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3993 - acc: 0.8355\n", + "Epoch 18/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3991 - acc: 0.8347\n", + "Epoch 19/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3987 - acc: 0.8360\n", + "Epoch 20/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3986 - acc: 0.8345\n", + "Epoch 21/50\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.3982 - acc: 0.8340\n", + "Epoch 22/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3981 - acc: 0.8346\n", + "Epoch 23/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3980 - acc: 0.8355\n", + "Epoch 24/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3977 - acc: 0.8339\n", + "Epoch 25/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3970 - acc: 0.8352\n", + "Epoch 26/50\n", + "8000/8000 [==============================] - 1s 79us/step - loss: 0.3967 - acc: 0.8345\n", + "Epoch 27/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3967 - acc: 0.8359\n", + "Epoch 28/50\n", + "8000/8000 [==============================] - 1s 78us/step - loss: 0.3965 - acc: 0.8357\n", + "Epoch 29/50\n", + "8000/8000 [==============================] - 1s 78us/step - loss: 0.3962 - acc: 0.8366\n", + "Epoch 30/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3961 - acc: 0.8355\n", + "Epoch 31/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3959 - acc: 0.8360\n", + "Epoch 32/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3954 - acc: 0.8362\n", + "Epoch 33/50\n", + "8000/8000 [==============================] - 1s 75us/step - loss: 0.3956 - acc: 0.8376\n", + "Epoch 34/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3948 - acc: 0.8379\n", + "Epoch 35/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3947 - acc: 0.8391\n", + "Epoch 36/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3951 - acc: 0.8374\n", + "Epoch 37/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3948 - acc: 0.8372\n", + "Epoch 38/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3945 - acc: 0.8371\n", + "Epoch 39/50\n", + "8000/8000 [==============================] - 1s 78us/step - loss: 0.3949 - acc: 0.8356\n", + "Epoch 40/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3944 - acc: 0.8364\n", + "Epoch 41/50\n", + "8000/8000 [==============================] - 1s 78us/step - loss: 0.3946 - acc: 0.8364\n", + "Epoch 42/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3944 - acc: 0.8374\n", + "Epoch 43/50\n", + "8000/8000 [==============================] - 1s 76us/step - loss: 0.3943 - acc: 0.8384\n", + "Epoch 44/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3941 - acc: 0.8381\n", + "Epoch 45/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3942 - acc: 0.8375\n", + "Epoch 46/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3944 - acc: 0.8372\n", + "Epoch 47/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3937 - acc: 0.8347\n", + "Epoch 48/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3937 - acc: 0.8375\n", + "Epoch 49/50\n", + "8000/8000 [==============================] - 1s 77us/step - loss: 0.3941 - acc: 0.8365\n", + "Epoch 50/50\n", + "8000/8000 [==============================] - 1s 78us/step - loss: 0.3937 - acc: 0.8367\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Fitting the ANN to the Training set\n", + "classifier.fit(X_train, y_train, batch_size = 10, epochs = 50)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Part 3 - Making predictions and evaluating the model\n", + "\n", + "# Predicting the Test set results\n", + "y_pred = classifier.predict(X_test)\n", + "y_pred = (y_pred > 0.5)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[False],\n", + " [False],\n", + " [False],\n", + " ...,\n", + " [False],\n", + " [False],\n", + " [False]])" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_pred" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Making the Confusion Matrix\n", + "from sklearn.metrics import confusion_matrix\n", + "cm = confusion_matrix(y_test, y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[1546, 49],\n", + " [ 257, 148]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cm" + ] + }, + { + "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": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/ArtificialNeuralNetwork2_0.ipynb b/ArtificialNeuralNetwork2_0.ipynb new file mode 100644 index 0000000..51851e7 --- /dev/null +++ b/ArtificialNeuralNetwork2_0.ipynb @@ -0,0 +1,11175 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Artificial Neural Network\n", + "\n", + "# Installing Theano\n", + "# pip install --upgrade --no-deps git+git://github.com/Theano/Theano.git\n", + "\n", + "# Installing Tensorflow\n", + "# pip install tensorflow\n", + "\n", + "# Installing Keras\n", + "# pip install --upgrade keras" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Part 1 - Data Preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Importing the libraries\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Importing the dataset\n", + "dataset = pd.read_csv('Churn_Modelling.csv')\n", + "X = dataset.iloc[:, 3:13].values\n", + "y = dataset.iloc[:, 13].values" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ezequiel/.local/lib/python3.6/site-packages/sklearn/preprocessing/_encoders.py:414: 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/ezequiel/.local/lib/python3.6/site-packages/sklearn/preprocessing/_encoders.py:450: DeprecationWarning: The 'categorical_features' keyword is deprecated in version 0.20 and will be removed in 0.22. You can use the ColumnTransformer instead.\n", + " \"use the ColumnTransformer instead.\", DeprecationWarning)\n" + ] + } + ], + "source": [ + "# Encoding categorical data\n", + "from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n", + "labelencoder_X_1 = LabelEncoder()\n", + "X[:, 1] = labelencoder_X_1.fit_transform(X[:, 1])\n", + "labelencoder_X_2 = LabelEncoder()\n", + "X[:, 2] = labelencoder_X_2.fit_transform(X[:, 2])\n", + "onehotencoder = OneHotEncoder(categorical_features = [1])\n", + "X = onehotencoder.fit_transform(X).toarray()\n", + "X = X[:, 1:]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Splitting the dataset into the Training set and Test set\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Feature Scaling\n", + "from sklearn.preprocessing import StandardScaler\n", + "sc = StandardScaler()\n", + "X_train = sc.fit_transform(X_train)\n", + "X_test = sc.transform(X_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Part 2 - Now let's make the ANN!" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], + "source": [ + "# Importing the Keras libraries and packages\n", + "import keras\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense\n", + "from keras.layers import Dropout" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Initialising the ANN\n", + "classifier = Sequential()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/10\n", + "8000/8000 [==============================] - 1s 138us/step - loss: 0.5494 - acc: 0.7955\n", + "Epoch 2/10\n", + "8000/8000 [==============================] - 1s 94us/step - loss: 0.5062 - acc: 0.7960\n", + "Epoch 3/10\n", + "8000/8000 [==============================] - 1s 96us/step - loss: 0.5059 - acc: 0.7960\n", + "Epoch 4/10\n", + "8000/8000 [==============================] - 1s 96us/step - loss: 0.5062 - acc: 0.7960\n", + "Epoch 5/10\n", + "8000/8000 [==============================] - 1s 93us/step - loss: 0.5062 - acc: 0.7960\n", + "Epoch 6/10\n", + "8000/8000 [==============================] - 1s 93us/step - loss: 0.5061 - acc: 0.7960\n", + "Epoch 7/10\n", + "8000/8000 [==============================] - 1s 96us/step - loss: 0.5062 - acc: 0.7960\n", + "Epoch 8/10\n", + "8000/8000 [==============================] - 1s 94us/step - loss: 0.5061 - acc: 0.7960\n", + "Epoch 9/10\n", + "8000/8000 [==============================] - 1s 101us/step - loss: 0.5061 - acc: 0.7960\n", + "Epoch 10/10\n", + "8000/8000 [==============================] - 1s 107us/step - loss: 0.5062 - acc: 0.7960\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Adding the input layer and the first hidden layer\n", + "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11))\n", + "# classifier.add(Dropout(rate = 0.1))\n", + "\n", + "# Adding the second hidden layer\n", + "classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu'))\n", + "# classifier.add(Dropout(rate = 0.1))\n", + "\n", + "# Adding the output layer\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'])\n", + "\n", + "# Fitting the ANN to the Training set\n", + "classifier.fit(X_train, y_train, batch_size = 10, epochs = 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Part 3 - Making predictions and evaluating the model" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# Predicting the Test set results\n", + "y_pred = classifier.predict(X_test)\n", + "y_pred = (y_pred > 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "# Predicting a single new observation\n", + "\"\"\"Predict if the customer with the following informations will leave the bank:\n", + "Geography: France\n", + "Credit Score: 600\n", + "Gender: Male\n", + "Age: 40\n", + "Tenure: 3\n", + "Balance: 60000\n", + "Number of Products: 2\n", + "Has Credit Card: Yes\n", + "Is Active Member: Yes\n", + "Estimated Salary: 50000\"\"\"\n", + "new_prediction = classifier.predict(sc.transform(np.array([[0.0, 0, 600, 1, 40, 3, 60000, 2, 1, 1, 50000]])))\n", + "new_prediction = (new_prediction > 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# Making the Confusion Matrix\n", + "from sklearn.metrics import confusion_matrix\n", + "cm = confusion_matrix(y_test, y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[1595 0]\n", + " [ 405 0]]\n" + ] + } + ], + "source": [ + "print(cm)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# Part 4 - Evaluating, Improving and Tuning the ANN" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "# Evaluating the ANN\n", + "from keras.wrappers.scikit_learn import KerasClassifier\n", + "from sklearn.model_selection import cross_val_score\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense\n", + "#from keras.layers import Dropout\n", + "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\n", + "classifier = KerasClassifier(build_fn = build_classifier, batch_size = 10, epochs = 10)\n", + "accuracies = cross_val_score(estimator = classifier, X = X_train, y = y_train, cv = 10, n_jobs = -1)\n", + "mean = accuracies.mean()\n", + "variance = accuracies.std()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.83375 0.82874999 0.8 0.82125 0.84749999 0.83875\n", + " 0.7875 0.81749999 0.81875 0.83249999]\n", + "0.8226249955967069\n", + "0.017106740588306368\n" + ] + } + ], + "source": [ + "print(accuracies)\n", + "print(mean)\n", + "print(variance)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "# Improving the ANN\n", + "# Dropout Regularization to reduce overfitting if needed" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "# Tuning the ANN\n", + "from keras.wrappers.scikit_learn import KerasClassifier\n", + "from sklearn.model_selection import GridSearchCV\n", + "from keras.models import Sequential\n", + "from keras.layers import Dense" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "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": 29, + "metadata": {}, + "outputs": [], + "source": [ + "classifier = KerasClassifier(build_fn = build_classifier)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "parameters = {'batch_size': [10, 25, 50],\n", + " 'epochs': [10, 25, 50],\n", + " 'optimizer': ['adam', 'rmsprop']}" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "grid_search = GridSearchCV(estimator = classifier,\n", + " scoring = 'accuracy',\n", + " param_grid = parameters,\n", + " cv = 10)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-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", + "Epoch 1/10\n", + "7200/7200 [==============================] - 1s 145us/step - loss: 0.4908 - acc: 0.7972\n", + "Epoch 2/10\n", + "7200/7200 [==============================] - 1s 93us/step - loss: 0.4356 - acc: 0.7971\n", + "Epoch 3/10\n", + "7200/7200 [==============================] - 1s 93us/step - loss: 0.4299 - acc: 0.7971\n", + "Epoch 4/10\n", + "7200/7200 [==============================] - 1s 92us/step - loss: 0.4272 - acc: 0.7971\n", + "Epoch 5/10\n", + "7200/7200 [==============================] - 1s 96us/step - loss: 0.4237 - acc: 0.7971\n", + "Epoch 6/10\n", + "7200/7200 [==============================] - 1s 91us/step - loss: 0.4296 - acc: 0.8042\n", + "Epoch 7/10\n", + "7200/7200 [==============================] - 1s 93us/step - loss: 0.4269 - acc: 0.8179\n", + "Epoch 8/10\n", + "7200/7200 [==============================] - 1s 92us/step - loss: 0.4220 - acc: 0.8242\n", + "Epoch 9/10\n", + "7200/7200 [==============================] - 1s 93us/step - loss: 0.4255 - acc: 0.8246\n", + "Epoch 10/10\n", + "7200/7200 [==============================] - 1s 118us/step - loss: 0.4266 - acc: 0.8253\n", + "Epoch 1/10\n", + "7200/7200 [==============================] - 1s 139us/step - loss: 0.4939 - acc: 0.7958\n", + "Epoch 2/10\n", + "7200/7200 [==============================] - 1s 97us/step - loss: 0.4324 - acc: 0.7967\n", + "Epoch 3/10\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4267 - acc: 0.7967\n", + "Epoch 4/10\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4191 - acc: 0.7967\n", + "Epoch 5/10\n", + "7200/7200 [==============================] - 1s 100us/step - loss: 0.4164 - acc: 0.7967\n", + "Epoch 6/10\n", + "7200/7200 [==============================] - 1s 107us/step - loss: 0.4153 - acc: 0.8174\n", + "Epoch 7/10\n", + "7200/7200 [==============================] - 1s 111us/step - loss: 0.4157 - acc: 0.8217\n", + "Epoch 8/10\n", + "7200/7200 [==============================] - 1s 118us/step - loss: 0.4089 - acc: 0.8236\n", + "Epoch 9/10\n", + "7200/7200 [==============================] - 1s 118us/step - loss: 0.4105 - acc: 0.8214\n", + "Epoch 10/10\n", + "7200/7200 [==============================] - 1s 109us/step - loss: 0.4075 - acc: 0.8207\n", + "Epoch 1/10\n", + "7200/7200 [==============================] - 1s 149us/step - loss: 0.5056 - acc: 0.7946\n", + "Epoch 2/10\n", + "7200/7200 [==============================] - 1s 109us/step - loss: 0.4379 - acc: 0.7956\n", + "Epoch 3/10\n", + "7200/7200 [==============================] - 1s 112us/step - loss: 0.4374 - acc: 0.7956\n", + "Epoch 4/10\n", + "7200/7200 [==============================] - 1s 113us/step - loss: 0.4352 - acc: 0.7956\n", + "Epoch 5/10\n", + "7200/7200 [==============================] - 1s 101us/step - loss: 0.4291 - acc: 0.7956\n", + "Epoch 6/10\n", + "7200/7200 [==============================] - 1s 102us/step - loss: 0.4284 - acc: 0.7956 0s - loss: 0.4371 - acc\n", + "Epoch 7/10\n", + "7200/7200 [==============================] - 1s 101us/step - loss: 0.4288 - acc: 0.8162\n", + "Epoch 8/10\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4272 - acc: 0.8226\n", + "Epoch 9/10\n", + "7200/7200 [==============================] - 1s 98us/step - loss: 0.4254 - acc: 0.8243\n", + "Epoch 10/10\n", + "7200/7200 [==============================] - 1s 125us/step - loss: 0.4256 - acc: 0.8272\n", + "Epoch 1/10\n", + "7200/7200 [==============================] - 1s 159us/step - loss: 0.4935 - acc: 0.7972\n", + "Epoch 2/10\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4300 - acc: 0.7975\n", + "Epoch 3/10\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4291 - acc: 0.7975\n", + "Epoch 4/10\n", + "7200/7200 [==============================] - 1s 100us/step - loss: 0.4242 - acc: 0.7975\n", + "Epoch 5/10\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4233 - acc: 0.8110\n", + "Epoch 6/10\n", + "7200/7200 [==============================] - 1s 101us/step - loss: 0.4251 - acc: 0.8233\n", + "Epoch 7/10\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4234 - acc: 0.8269\n", + "Epoch 8/10\n", + "7200/7200 [==============================] - 1s 117us/step - loss: 0.4260 - acc: 0.8275\n", + "Epoch 9/10\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4256 - acc: 0.8286\n", + "Epoch 10/10\n", + "7200/7200 [==============================] - 1s 101us/step - loss: 0.4204 - acc: 0.8300\n", + "Epoch 1/10\n", + "7200/7200 [==============================] - 1s 166us/step - loss: 0.5048 - acc: 0.7929\n", + "Epoch 2/10\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4379 - acc: 0.7937\n", + "Epoch 3/10\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4347 - acc: 0.8019\n", + "Epoch 4/10\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4313 - acc: 0.8175\n", + "Epoch 5/10\n", + "7200/7200 [==============================] - 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1s 103us/step - loss: 0.4523 - acc: 0.7957\n", + "Epoch 4/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4458 - acc: 0.7957\n", + "Epoch 5/50\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4399 - acc: 0.7957\n", + "Epoch 6/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4373 - acc: 0.7957\n", + "Epoch 7/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4345 - acc: 0.7957\n", + "Epoch 8/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4345 - acc: 0.7957\n", + "Epoch 9/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4332 - acc: 0.7957\n", + "Epoch 10/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4334 - acc: 0.7957\n", + "Epoch 11/50\n", + "7200/7200 [==============================] - 1s 102us/step - loss: 0.4290 - acc: 0.7957\n", + "Epoch 12/50\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7200/7200 [==============================] - 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1s 104us/step - loss: 0.4265 - acc: 0.7957\n", + "Epoch 22/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4263 - acc: 0.7971\n", + "Epoch 23/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4263 - acc: 0.8142\n", + "Epoch 24/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4229 - acc: 0.8221\n", + "Epoch 25/50\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4260 - acc: 0.8243\n", + "Epoch 26/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4273 - acc: 0.8221\n", + "Epoch 27/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4253 - acc: 0.8233\n", + "Epoch 28/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4256 - acc: 0.8271\n", + "Epoch 29/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4261 - acc: 0.8286\n", + "Epoch 30/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4243 - acc: 0.8264\n", + "Epoch 31/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4251 - acc: 0.8268\n", + "Epoch 32/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4252 - acc: 0.8271\n", + "Epoch 33/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4193 - acc: 0.8283\n", + "Epoch 34/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4215 - acc: 0.8281\n", + "Epoch 35/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4230 - acc: 0.8261\n", + "Epoch 36/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4217 - acc: 0.8275\n", + "Epoch 37/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4229 - acc: 0.8276\n", + "Epoch 38/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4248 - acc: 0.8268\n", + "Epoch 39/50\n", + "7200/7200 [==============================] - 1s 107us/step - loss: 0.4254 - acc: 0.8279\n", + "Epoch 40/50\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4236 - acc: 0.8282\n", + "Epoch 41/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4235 - acc: 0.8278\n", + "Epoch 42/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4230 - acc: 0.8293\n", + "Epoch 43/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4225 - acc: 0.8293\n", + "Epoch 44/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4218 - acc: 0.8283\n", + "Epoch 45/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4231 - acc: 0.8283\n", + "Epoch 46/50\n", + "7200/7200 [==============================] - 1s 102us/step - loss: 0.4236 - acc: 0.8274\n", + "Epoch 47/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4222 - acc: 0.8314\n", + "Epoch 48/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4218 - acc: 0.8279\n", + "Epoch 49/50\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4259 - acc: 0.8282\n", + "Epoch 50/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4247 - acc: 0.8265\n", + "Epoch 1/50\n", + "7200/7200 [==============================] - 14s 2ms/step - loss: 0.6457 - acc: 0.7942\n", + "Epoch 2/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.5149 - acc: 0.7961\n", + "Epoch 3/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4553 - acc: 0.7961\n", + "Epoch 4/50\n", + "7200/7200 [==============================] - 1s 106us/step - loss: 0.4446 - acc: 0.7961\n", + "Epoch 5/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4414 - acc: 0.7961\n", + "Epoch 6/50\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4386 - acc: 0.7961\n", + "Epoch 7/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4381 - acc: 0.7961\n", + "Epoch 8/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4341 - acc: 0.7961\n", + "Epoch 9/50\n", + "7200/7200 [==============================] - 1s 102us/step - loss: 0.4353 - acc: 0.7961\n", + "Epoch 10/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4349 - acc: 0.7962\n", + "Epoch 11/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4343 - acc: 0.7981\n", + "Epoch 12/50\n", + "7200/7200 [==============================] - 1s 102us/step - loss: 0.4305 - acc: 0.8076\n", + "Epoch 13/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4317 - acc: 0.8203\n", + "Epoch 14/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4277 - acc: 0.8226\n", + "Epoch 15/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4244 - acc: 0.8235\n", + "Epoch 16/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4267 - acc: 0.8210\n", + "Epoch 17/50\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4259 - acc: 0.8224\n", + "Epoch 18/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4278 - acc: 0.8196\n", + "Epoch 19/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4251 - acc: 0.8208\n", + "Epoch 20/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4228 - acc: 0.8211\n", + "Epoch 21/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4213 - acc: 0.8229\n", + "Epoch 22/50\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4234 - acc: 0.8219\n", + "Epoch 23/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4225 - acc: 0.8236\n", + "Epoch 24/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4176 - acc: 0.8224\n", + "Epoch 25/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4216 - acc: 0.8272\n", + "Epoch 26/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4227 - acc: 0.8222\n", + "Epoch 27/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4218 - acc: 0.8225\n", + "Epoch 28/50\n", + "7200/7200 [==============================] - 1s 102us/step - loss: 0.4192 - acc: 0.8254\n", + "Epoch 29/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4205 - acc: 0.8251\n", + "Epoch 30/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4222 - acc: 0.8256\n", + "Epoch 31/50\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4202 - acc: 0.8244\n", + "Epoch 32/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4189 - acc: 0.8279\n", + "Epoch 33/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4185 - acc: 0.8272\n", + "Epoch 34/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4172 - acc: 0.8283\n", + "Epoch 35/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4198 - acc: 0.8268\n", + "Epoch 36/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4163 - acc: 0.8271\n", + "Epoch 37/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4161 - acc: 0.8274\n", + "Epoch 38/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4184 - acc: 0.8257\n", + "Epoch 39/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4195 - acc: 0.8261\n", + "Epoch 40/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4175 - acc: 0.8247\n", + "Epoch 41/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4177 - acc: 0.8279\n", + "Epoch 42/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4170 - acc: 0.8267\n", + "Epoch 43/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4183 - acc: 0.8250\n", + "Epoch 44/50\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7200/7200 [==============================] - 1s 102us/step - loss: 0.4143 - acc: 0.8292\n", + "Epoch 45/50\n", + "7200/7200 [==============================] - 1s 105us/step - loss: 0.4145 - acc: 0.8303\n", + "Epoch 46/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4174 - acc: 0.8256\n", + "Epoch 47/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4165 - acc: 0.8293\n", + "Epoch 48/50\n", + "7200/7200 [==============================] - 1s 103us/step - loss: 0.4193 - acc: 0.8235\n", + "Epoch 49/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4172 - acc: 0.8282\n", + "Epoch 50/50\n", + "7200/7200 [==============================] - 1s 104us/step - loss: 0.4120 - acc: 0.8300\n", + "Epoch 1/50\n", + "8000/8000 [==============================] - 15s 2ms/step - loss: 0.5557 - acc: 0.7961\n", + "Epoch 2/50\n", + "8000/8000 [==============================] - 2s 206us/step - loss: 0.4421 - acc: 0.7960\n", + "Epoch 3/50\n", + "8000/8000 [==============================] - 2s 206us/step - loss: 0.4337 - acc: 0.7960\n", + "Epoch 4/50\n", + "8000/8000 [==============================] - 2s 209us/step - loss: 0.4328 - acc: 0.7960\n", + "Epoch 5/50\n", + "8000/8000 [==============================] - 2s 206us/step - loss: 0.4281 - acc: 0.7960\n", + "Epoch 6/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4273 - acc: 0.8072\n", + "Epoch 7/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4231 - acc: 0.8181\n", + "Epoch 8/50\n", + "8000/8000 [==============================] - 2s 205us/step - loss: 0.4252 - acc: 0.8225\n", + "Epoch 9/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4244 - acc: 0.8207\n", + "Epoch 10/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4228 - acc: 0.8225\n", + "Epoch 11/50\n", + "8000/8000 [==============================] - 2s 205us/step - loss: 0.4228 - acc: 0.8235\n", + "Epoch 12/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4196 - acc: 0.8225\n", + "Epoch 13/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4183 - acc: 0.8257\n", + "Epoch 14/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4181 - acc: 0.8265\n", + "Epoch 15/50\n", + "8000/8000 [==============================] - 2s 208us/step - loss: 0.4201 - acc: 0.8245\n", + "Epoch 16/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4178 - acc: 0.8245\n", + "Epoch 17/50\n", + "8000/8000 [==============================] - 2s 206us/step - loss: 0.4179 - acc: 0.8236\n", + "Epoch 18/50\n", + "8000/8000 [==============================] - 2s 206us/step - loss: 0.4144 - acc: 0.8230\n", + "Epoch 19/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4206 - acc: 0.8256\n", + "Epoch 20/50\n", + "8000/8000 [==============================] - 2s 206us/step - loss: 0.4166 - acc: 0.8224\n", + "Epoch 21/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4169 - acc: 0.8241\n", + "Epoch 22/50\n", + "8000/8000 [==============================] - 2s 208us/step - loss: 0.4157 - acc: 0.8234\n", + "Epoch 23/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4166 - acc: 0.8230\n", + "Epoch 24/50\n", + "8000/8000 [==============================] - 2s 208us/step - loss: 0.4144 - acc: 0.8250\n", + "Epoch 25/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4140 - acc: 0.8254\n", + "Epoch 26/50\n", + "8000/8000 [==============================] - 2s 206us/step - loss: 0.4143 - acc: 0.8256\n", + "Epoch 27/50\n", + "8000/8000 [==============================] - 2s 206us/step - loss: 0.4143 - acc: 0.8257\n", + "Epoch 28/50\n", + "8000/8000 [==============================] - 2s 205us/step - loss: 0.4141 - acc: 0.8247\n", + "Epoch 29/50\n", + "8000/8000 [==============================] - 2s 206us/step - loss: 0.4176 - acc: 0.8245\n", + "Epoch 30/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4130 - acc: 0.8256\n", + "Epoch 31/50\n", + "8000/8000 [==============================] - 2s 206us/step - loss: 0.4157 - acc: 0.8237\n", + "Epoch 32/50\n", + "8000/8000 [==============================] - 2s 205us/step - loss: 0.4134 - acc: 0.8277\n", + "Epoch 33/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4153 - acc: 0.8269\n", + "Epoch 34/50\n", + "8000/8000 [==============================] - 2s 204us/step - loss: 0.4106 - acc: 0.8297\n", + "Epoch 35/50\n", + "8000/8000 [==============================] - 2s 208us/step - loss: 0.4160 - acc: 0.8260\n", + "Epoch 36/50\n", + "8000/8000 [==============================] - 2s 205us/step - loss: 0.4143 - acc: 0.8239\n", + "Epoch 37/50\n", + "8000/8000 [==============================] - 2s 205us/step - loss: 0.4115 - acc: 0.8265\n", + "Epoch 38/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4131 - acc: 0.8255\n", + "Epoch 39/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4114 - acc: 0.8299\n", + "Epoch 40/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4132 - acc: 0.8281\n", + "Epoch 41/50\n", + "8000/8000 [==============================] - 2s 209us/step - loss: 0.4126 - acc: 0.8259\n", + "Epoch 42/50\n", + "8000/8000 [==============================] - 2s 206us/step - loss: 0.4112 - acc: 0.8282\n", + "Epoch 43/50\n", + "8000/8000 [==============================] - 2s 205us/step - loss: 0.4125 - acc: 0.8276\n", + "Epoch 44/50\n", + "8000/8000 [==============================] - 2s 211us/step - loss: 0.4124 - acc: 0.8269\n", + "Epoch 45/50\n", + "8000/8000 [==============================] - 2s 206us/step - loss: 0.4128 - acc: 0.8250\n", + "Epoch 46/50\n", + "8000/8000 [==============================] - 2s 207us/step - loss: 0.4146 - acc: 0.8240\n", + "Epoch 47/50\n", + "8000/8000 [==============================] - 2s 209us/step - loss: 0.4170 - acc: 0.8225\n", + "Epoch 48/50\n", + "8000/8000 [==============================] - 2s 209us/step - loss: 0.4122 - acc: 0.8265\n", + "Epoch 49/50\n", + "8000/8000 [==============================] - 2s 206us/step - loss: 0.4135 - acc: 0.8261\n", + "Epoch 50/50\n", + "8000/8000 [==============================] - 2s 208us/step - loss: 0.4134 - acc: 0.8281\n" + ] + } + ], + "source": [ + "grid_search = grid_search.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "best_parameters = grid_search.best_params_" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "best_accuracy = grid_search.best_score_" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'batch_size': 25, 'epochs': 50, 'optimizer': 'rmsprop'}\n" + ] + } + ], + "source": [ + "print(best_parameters)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.8355\n" + ] + } + ], + "source": [ + "print(best_accuracy)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/ann.py b/ann.py index 1ac39d6..b230295 100644 --- a/ann.py +++ b/ann.py @@ -55,7 +55,7 @@ classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu', input_dim = 11)) # Adding the second hidden layer -classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'relu')) +classifier.add(Dense(units = 6, kernel_initializer = 'uniform', activation = 'tanh')) # Adding the output layer classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid'))