{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# A first step into data analysis" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "In this python notebook you should start from the ANN build in NOTEBOOK_ANN_Example_3.ipynb.\\\n", "Here you need to:\n", "1. Import a new dataset from the text file 'Data_Example_2.txt'\n", "2. Split the dataset into input and ouput data (3 inputs and 3 outputs)\n", "3. Use the single layer ANN built in the previous example\n", "4. Train and visualize the accuracy of the ANN\n", "5. What can you try to improve the accuracy of the ANN (tip: look at the data)?" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# We import the necessary modules from python\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import tensorflow as tf" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We first import the data contained in the 'Data_Example_4.txt' file and split them into inputs and outputs." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data = np.loadtxt('Data_Example_2.txt')\n", "input_data, output_data = data[:,0:3],data[:,3:6]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Next, we can build the single-layer ANN." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\haako\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\keras\\src\\layers\\core\\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n", " super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n" ] } ], "source": [ "model = tf.keras.models.Sequential()\n", "model.add(tf.keras.layers.Dense(units=50, activation='relu', input_dim=3))\n", "model.add(tf.keras.layers.Dense(units=3, activation='linear'))\n", "model.compile(loss='mse', optimizer='adam')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We pursue by training the ANN for 50 epochs." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "history = model.fit(input_data, output_data, epochs=100, verbose=0)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "To evaluate the results from the network we plot the predicted ouputs compared to original data." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m32/32\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 1ms/step \n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams[\"figure.figsize\"] = (30, 10)\n", "fig,axs = plt.subplots(1,3)\n", "#\n", "prediction = model.predict(input_data)\n", "#\n", "axs[0].scatter(output_data[:,0],prediction[:,0])\n", "axs[1].scatter(output_data[:,1],prediction[:,1])\n", "axs[2].scatter(output_data[:,2],prediction[:,2])\n", "#\n", "axs[0].plot([0.0,np.max(output_data[:,0])],[0.0,np.max(prediction[:,0])],'r')\n", "axs[1].plot([0.0,np.max(output_data[:,1])],[0.0,np.max(prediction[:,1])],'r')\n", "axs[2].plot([0.0,np.max(output_data[:,2])],[0.0,np.max(prediction[:,2])],'r')\n", "#\n", "axs[0].set_xlabel('Measured')\n", "axs[0].set_ylabel('Predicted')\n", "axs[0].grid()\n", "\n", "axs[1].set_xlabel('Measured')\n", "axs[1].set_ylabel('Predicted')\n", "axs[1].grid()\n", "\n", "axs[2].set_xlabel('Measured')\n", "axs[2].set_ylabel('Predicted')\n", "axs[2].grid()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the fitting of the ANN is very bad. If we look more closely at the data the ouput variables are varying significantly between each others.\n", "To improve the ANN predictions, we can try to normalize the data in a simple way and train the network again." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Scale the data\n", "output_data[:,0] = output_data[:,0]/np.max(output_data[:,0])\n", "output_data[:,1] = output_data[:,1]/np.max(output_data[:,1])\n", "output_data[:,2] = output_data[:,2]/np.max(output_data[:,2])\n", "# build the model\n", "model = tf.keras.models.Sequential()\n", "model.add(tf.keras.layers.Dense(units=50, activation='relu', input_dim=3))\n", "model.add(tf.keras.layers.Dense(units=3, activation='linear'))\n", "model.compile(loss='mse', optimizer='adam')\n", "# train the model\n", "history = model.fit(input_data, output_data, epochs=150, verbose=0)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Using the newly trained ANN we can see the quality of the network compared to the original data." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m32/32\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step \n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.rcParams[\"figure.figsize\"] = (30, 10)\n", "fig,axs = plt.subplots(1,3)\n", "#\n", "prediction = model.predict(input_data)\n", "#\n", "axs[0].scatter(output_data[:,0],prediction[:,0])\n", "axs[1].scatter(output_data[:,1],prediction[:,1])\n", "axs[2].scatter(output_data[:,2],prediction[:,2])\n", "#\n", "axs[0].plot([0.0,np.max(output_data[:,0])],[0.0,np.max(prediction[:,0])],'r')\n", "axs[1].plot([0.0,np.max(output_data[:,1])],[0.0,np.max(prediction[:,1])],'r')\n", "axs[2].plot([0.0,np.max(output_data[:,2])],[0.0,np.max(prediction[:,2])],'r')\n", "#\n", "axs[0].set_xlabel('Measured')\n", "axs[0].set_ylabel('Predicted')\n", "axs[0].grid()\n", "\n", "axs[1].set_xlabel('Measured')\n", "axs[1].set_ylabel('Predicted')\n", "axs[1].grid()\n", "\n", "axs[2].set_xlabel('Measured')\n", "axs[2].set_ylabel('Predicted')\n", "axs[2].grid()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Even if we do not get a perfect fit to the training data we do see a large improvement compared to the previous training. The reason for this large improvement is that now all output data lie within the [0,1] interval.\n", "This example illustrates the need for normalization of data in machine learning." ] } ], "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": "3.10.0" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }