Machine Learning Kurs im Rahmen der Studierendentage im SS 2023
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "344b183c",
"metadata": {},
"outputs": [],
"source": [
"#\n",
"# train a simple TensorFlow model to perform binary classification on a generated\n",
"# 2-dimensional dataset \n",
"# 02/2023\n",
"# "
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "92c9d0a1",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2023-04-11 16:48:11.741526: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 AVX512F AVX512_VNNI FMA\n",
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
"2023-04-11 16:48:11.802317: I tensorflow/core/util/port.cc:104] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n"
]
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import tensorflow as tf"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3814ea1d",
"metadata": {},
"outputs": [],
"source": [
"# Generate toy data\n",
"np.random.seed(4321)\n",
"n_samples = 1000"
]
},
{
"cell_type": "markdown",
"id": "84d8bc5e",
"metadata": {},
"source": [
"machine learning algorithms need data close to 1 , this generated here, it is not needed to normalize data"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "a1d437df",
"metadata": {},
"outputs": [],
"source": [
"class1_data = np.random.multivariate_normal([-1., -1.], [[1., 0.], [0., 1.]], n_samples)\n",
"class2_data = np.random.multivariate_normal([1.0, 1.0], [[1., 0.], [0., 1.]], n_samples)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "6bbccf56",
"metadata": {},
"outputs": [],
"source": [
"# the data is merged together and the toy labels are asigned as [1, 0] and [0,1]\n",
"train_data = np.concatenate([class1_data, class2_data])\n",
"toy_labels = np.zeros(train_data.shape)\n",
"toy_labels[:n_samples, 0] = 1\n",
"toy_labels[n_samples:, 1] = 1"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "f8dd0511",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot the input data with points colored according to their labels\n",
"plt.scatter(class1_data[:, 0], class1_data[:, 1], color='red')\n",
"plt.scatter(class2_data[:, 0], class2_data[:, 1], color='blue')\n",
"plt.title(\"Input data with points colored according to their labels\")\n",
"plt.xlabel(\"Feature 1\")\n",
"plt.ylabel(\"Feature 2\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "75fb1af9",
"metadata": {},
"source": [
"Build a model, the sequential model is a linear stack of pre-made layers. In a Dense layer all neueral network layer is connected with all other layers. Here we have 32 nodes with input_shape 2 with means 2 dimensional data. The activation is 'relu' (rectified linear unit)\n",
"Softmax maps the output of a model to probability distributions of the 2 classes. "
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "ad6dcef9",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2023-04-11 16:48:13.355862: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations: SSE4.1 SSE4.2 AVX AVX2 AVX512F AVX512_VNNI FMA\n",
"To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
]
}
],
"source": [
"model = tf.keras.models.Sequential([\n",
" tf.keras.layers.Dense(32, activation='relu', input_shape=(2,)),\n",
" tf.keras.layers.Dense(32, activation='relu'),\n",
" tf.keras.layers.Dense(2, activation='softmax')\n",
"])"
]
},
{
"cell_type": "markdown",
"id": "a9c38493",
"metadata": {},
"source": [
"Adam optimizer is a gradient-based optimization algorithm for updating the weights in \n",
"a neural network. The leanrning rate depends on the first and second moments of the \n",
"gradients of the loss function with respect to the weights\n",
"The loss function is BinaryCrossentropy since we have 2 classes of data\n",
"The accuracy metric measures the percentage of instances where the model \n",
"correctly predicted the class label and it can be computed as the number of correct\n",
"predictions divided by the total number of instances in the test set."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "7f6dc4ef",
"metadata": {},
"outputs": [],
"source": [
"model.compile(optimizer='adam',\n",
"# loss=tf.keras.losses.CategoricalCrossentropy(),\n",
" loss=tf.keras.losses.BinaryCrossentropy(),\n",
" metrics=['accuracy'])"
]
},
{
"cell_type": "markdown",
"id": "a6397c0f",
"metadata": {},
"source": [
"The object history contains loss and accuracy from the training process\n",
"The model is trained by dividing the entire training data into smaller batches\n",
"of a specified size, updating the model's parameters after each batch.\n",
"The batch_size parameter determines the number of samples to be used in each batch. "
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "b98e46ba",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/20\n",
"63/63 [==============================] - 1s 1ms/step - loss: 0.4911 - accuracy: 0.8340\n",
"Epoch 2/20\n",
"63/63 [==============================] - 0s 889us/step - loss: 0.2459 - accuracy: 0.9255\n",
"Epoch 3/20\n",
"63/63 [==============================] - 0s 815us/step - loss: 0.1932 - accuracy: 0.9270\n",
"Epoch 4/20\n",
"63/63 [==============================] - 0s 797us/step - loss: 0.1898 - accuracy: 0.9265\n",
"Epoch 5/20\n",
"63/63 [==============================] - 0s 797us/step - loss: 0.1895 - accuracy: 0.9275\n",
"Epoch 6/20\n",
"63/63 [==============================] - 0s 806us/step - loss: 0.1894 - accuracy: 0.9265\n",
"Epoch 7/20\n",
"63/63 [==============================] - 0s 839us/step - loss: 0.1890 - accuracy: 0.9275\n",
"Epoch 8/20\n",
"63/63 [==============================] - 0s 852us/step - loss: 0.1887 - accuracy: 0.9255\n",
"Epoch 9/20\n",
"63/63 [==============================] - 0s 793us/step - loss: 0.1885 - accuracy: 0.9265\n",
"Epoch 10/20\n",
"63/63 [==============================] - 0s 799us/step - loss: 0.1882 - accuracy: 0.9245\n",
"Epoch 11/20\n",
"63/63 [==============================] - 0s 846us/step - loss: 0.1885 - accuracy: 0.9255\n",
"Epoch 12/20\n",
"63/63 [==============================] - 0s 853us/step - loss: 0.1883 - accuracy: 0.9260\n",
"Epoch 13/20\n",
"63/63 [==============================] - 0s 816us/step - loss: 0.1890 - accuracy: 0.9225\n",
"Epoch 14/20\n",
"63/63 [==============================] - 0s 816us/step - loss: 0.1887 - accuracy: 0.9255\n",
"Epoch 15/20\n",
"63/63 [==============================] - 0s 834us/step - loss: 0.1877 - accuracy: 0.9255\n",
"Epoch 16/20\n",
"63/63 [==============================] - 0s 807us/step - loss: 0.1888 - accuracy: 0.9250\n",
"Epoch 17/20\n",
"63/63 [==============================] - 0s 811us/step - loss: 0.1881 - accuracy: 0.9255\n",
"Epoch 18/20\n",
"63/63 [==============================] - 0s 854us/step - loss: 0.1878 - accuracy: 0.9255\n",
"Epoch 19/20\n",
"63/63 [==============================] - 0s 865us/step - loss: 0.1879 - accuracy: 0.9260\n",
"Epoch 20/20\n",
"63/63 [==============================] - 0s 852us/step - loss: 0.1881 - accuracy: 0.9260\n"
]
}
],
"source": [
"history = model.fit(train_data, toy_labels, epochs=20, batch_size=32, verbose=1)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "806497d2",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot loss and accuracy\n",
"plt.figure(figsize=(12, 4))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.plot(history.history['loss'])\n",
"plt.title('Loss')\n",
"plt.xlabel('Epoch')\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.plot(history.history['accuracy'])\n",
"plt.title('Accuracy')\n",
"plt.xlabel('Epoch')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "ca6da322",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"7772/7772 [==============================] - 4s 528us/step\n"
]
}
],
"source": [
"# Plot data points and decision boundary\n",
"x_min, x_max = train_data[:, 0].min() - .5, train_data[:, 0].max() + .5\n",
"y_min, y_max = train_data[:, 1].min() - .5, train_data[:, 1].max() + .5\n",
"xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.02), np.arange(y_min, y_max, 0.02))\n",
"# creating a 2D grid from the arrays xx and yy which is the area of our inputs \n",
"grid = np.c_[xx.ravel(), yy.ravel()]\n",
"# get the predicted class probabilities for each data point in the grid.\n",
"# The result Z is an array with shape (n_samples, n_classes) where n_samples\n",
"# is the number of data points in the grid and n_classes is the number of\n",
"# classes in the toy_labels. Z contains the predicted class probabilities\n",
"# for each data point in the grid.\n",
"Z = model.predict(grid)\n",
"# The line Z = np.argmax(Z, axis=1) is used to convert the predicted probabilities\n",
"# into class labels.\n",
"Z = np.argmax(Z, axis=1)\n",
"# reshaped Z variable is used to create the contour plot of the model's predictions \n",
"# on the grid.\n",
"Z = Z.reshape(xx.shape)\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "54c02602",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 8))\n",
"plt.contourf(xx, yy, Z, cmap=plt.cm.RdBu, alpha=.8)\n",
"plt.scatter(train_data[:, 0], train_data[:, 1], c=np.argmax(toy_labels, axis=1), cmap=plt.cm.RdBu)\n",
"\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.8.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}