diff --git a/Warehouse/Classification of clothing through images/notebook.ipynb b/Warehouse/Classification of clothing through images/notebook.ipynb deleted file mode 100644 index c26fbef7fc4f9a933fe443b9cbd2b0454162d67e..0000000000000000000000000000000000000000 --- a/Warehouse/Classification of clothing through images/notebook.ipynb +++ /dev/null @@ -1,2973 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "# 1. Business Understanding" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "include": true, - "paragraph": "BusinessUnderstanding", - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "Viele Online-Versandhändler haben eine hohe Rückgabequote\n", - "(bis zu 50 %), wobei 97 % aller zurückgesandten Produkte wieder aufgefüllt werden können\n", - "und verkauft werden können. Um die Waren weiterverkaufen zu können\n", - "müssen die Waren identifiziert, etikettiert und entsprechend wieder aufgestockt werden.\n", - "wieder.\n", - "Geht man davon aus, dass im Jahr 2020 185,5 Millionen Bestellungen (Statista, 2021) mit\n", - "6 Stück (Annahme) eingehen würden, dann würde eine Retourenquote von 50% bedeuten, dass\n", - "Bei einer Rücklaufquote von 50 % müssten 556,5 Millionen Artikel neu identifiziert und kategorisiert werden.\n", - "Zur Unterstützung dieses Prozesses und zur leichteren Identifizierung der\n", - "Kleidungsstücke zu erleichtern, soll eine Bilderkennungssoftware entwickelt werden, die\n", - "die zugehörigen Kategorien der einzelnen Kleidungsstücke auf der Grundlage von Bildern.\n", - "der einzelnen Kleidungsstücke auf der Grundlage von Bildern.\n", - "\n", - "Übersetzt mit DeepL.com (kostenlose Version)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 2. Auslesen der Daten" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.1. Bibliotheken importieren" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import tensorflow as tf\n", - "\n", - "import tensorflow_datasets as tfds\n", - "from tensorflow.keras.models import Sequential\n", - "from tensorflow.keras.layers import Flatten, Dense, Conv2D, MaxPooling2D, Dropout, Layer\n", - "from tensorflow.keras.utils import to_categorical, plot_model\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.metrics import classification_report" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'2.6.0'" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Should be 2.5.0\n", - "tf.__version__" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.2 Auslesen der Daten\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Die Trainings- und Testdaten sind bereits beschriftet und in zwei Datensätze aufgeteilt\n", - "\n", - "### Es ist erforderlich, den Datensatz herunterzuladen und zu extrahieren von:\n", - "\n", - "https://reutlingenuniversityde-my.sharepoint.com/:f:/g/personal/elias_waschin-scholvin_student_reutlingen-university_de/EnMJgHGtwG5Egw42bRMioMABm5MIJ3ydPJJI36qmse7VpA?e=bRYeWg\n", - "\n", - "Bitte entpacken Sie in einen /data Ordner" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "ename": "FileNotFoundError", - "evalue": "[Errno 2] No such file or directory: 'data/fashion-mnist_train.csv'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m<ipython-input-4-bda36a925e0f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[0mcsv_file_train\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"data/fashion-mnist_train.csv\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[0mcsv_file_test\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m\"data/fashion-mnist_test.csv\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 3\u001b[1;33m \u001b[0mdf_train\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcsv_file_train\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 4\u001b[0m \u001b[0mdf_test\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcsv_file_test\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", - "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\io\\parsers.py\u001b[0m in \u001b[0;36mread_csv\u001b[1;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, squeeze, prefix, mangle_dupe_cols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, dialect, error_bad_lines, warn_bad_lines, delim_whitespace, low_memory, memory_map, float_precision)\u001b[0m\n\u001b[0;32m 684\u001b[0m )\n\u001b[0;32m 685\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 686\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 687\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 688\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", - 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"\u001b[1;32mpandas\\_libs\\parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader.__cinit__\u001b[1;34m()\u001b[0m\n", - "\u001b[1;32mpandas\\_libs\\parsers.pyx\u001b[0m in \u001b[0;36mpandas._libs.parsers.TextReader._setup_parser_source\u001b[1;34m()\u001b[0m\n", - "\u001b[1;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'data/fashion-mnist_train.csv'" - ] - } - ], - "source": [ - "csv_file_train = \"https://storage.googleapis.com/ml-service-repository-datastorage/Classification_of_clothing_through_images_fashion-mnist_train.csv\"\n", - "csv_file_test = \"https://storage.googleapis.com/ml-service-repository-datastorage/Classification_of_clothing_through_images_fashion-mnist_test.csv\"\n", - "df_train = pd.read_csv(csv_file_train) \n", - "df_test = pd.read_csv(csv_file_test)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 2.3. Daten Analyse" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div>\n", - "<style scoped>\n", - " .dataframe tbody tr th:only-of-type {\n", - " vertical-align: middle;\n", - " }\n", - "\n", - " .dataframe tbody tr th {\n", - " vertical-align: top;\n", - " }\n", - "\n", - " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "</style>\n", - "<table border=\"1\" class=\"dataframe\">\n", - " <thead>\n", - " <tr style=\"text-align: right;\">\n", - " <th></th>\n", - " <th>label</th>\n", - " <th>pixel1</th>\n", - " <th>pixel2</th>\n", - " <th>pixel3</th>\n", - " <th>pixel4</th>\n", - " <th>pixel5</th>\n", - " <th>pixel6</th>\n", - " <th>pixel7</th>\n", - " <th>pixel8</th>\n", - " <th>pixel9</th>\n", - " <th>...</th>\n", - " <th>pixel775</th>\n", - " <th>pixel776</th>\n", - " <th>pixel777</th>\n", - " <th>pixel778</th>\n", - " <th>pixel779</th>\n", - " <th>pixel780</th>\n", - " 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" <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.00000</td>\n", - " </tr>\n", - " <tr>\n", - " <th>75%</th>\n", - " <td>7.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>...</td>\n", - " <td>55.000000</td>\n", - " <td>6.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>1.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.000000</td>\n", - " <td>0.00000</td>\n", - " </tr>\n", - " <tr>\n", - " <th>max</th>\n", - " <td>9.000000</td>\n", - " <td>2.000000</td>\n", - " <td>45.000000</td>\n", - " <td>218.000000</td>\n", - " <td>185.000000</td>\n", - " <td>227.000000</td>\n", - " <td>223.000000</td>\n", - " <td>247.000000</td>\n", - " <td>218.000000</td>\n", - " <td>244.000000</td>\n", - " <td>...</td>\n", - " <td>254.000000</td>\n", - " <td>252.000000</td>\n", - " <td>255.000000</td>\n", - " <td>255.000000</td>\n", - " <td>255.000000</td>\n", - " <td>255.000000</td>\n", - " <td>240.000000</td>\n", - " <td>225.000000</td>\n", - " <td>205.000000</td>\n", - " <td>107.00000</td>\n", - " </tr>\n", - " </tbody>\n", - "</table>\n", - "<p>8 rows × 785 columns</p>\n", - "</div>" - ], - "text/plain": [ - " label pixel1 pixel2 pixel3 pixel4 \\\n", - "count 10000.000000 10000.000000 10000.000000 10000.000000 10000.000000 \n", - "mean 4.500000 0.000400 0.010300 0.052100 0.077000 \n", - "std 2.872425 0.024493 0.525187 2.494315 2.208882 \n", - "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "25% 2.000000 0.000000 0.000000 0.000000 0.000000 \n", - "50% 4.500000 0.000000 0.000000 0.000000 0.000000 \n", - "75% 7.000000 0.000000 0.000000 0.000000 0.000000 \n", - "max 9.000000 2.000000 45.000000 218.000000 185.000000 \n", - "\n", - " pixel5 pixel6 pixel7 pixel8 pixel9 \\\n", - "count 10000.000000 10000.000000 10000.000000 10000.000000 10000.000000 \n", - "mean 0.208600 0.349200 0.826700 2.321200 5.457800 \n", - "std 4.669183 5.657849 8.591731 15.031508 23.359019 \n", - "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "25% 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "50% 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "75% 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "max 227.000000 223.000000 247.000000 218.000000 244.000000 \n", - "\n", - " ... pixel775 pixel776 pixel777 pixel778 \\\n", - "count ... 10000.000000 10000.000000 10000.000000 10000.000000 \n", - "mean ... 34.320800 23.071900 16.432000 17.870600 \n", - "std ... 57.888679 49.049749 42.159665 44.140552 \n", - "min ... 0.000000 0.000000 0.000000 0.000000 \n", - "25% ... 0.000000 0.000000 0.000000 0.000000 \n", - "50% ... 0.000000 0.000000 0.000000 0.000000 \n", - "75% ... 55.000000 6.000000 0.000000 0.000000 \n", - "max ... 254.000000 252.000000 255.000000 255.000000 \n", - "\n", - " pixel779 pixel780 pixel781 pixel782 pixel783 \\\n", - "count 10000.000000 10000.000000 10000.000000 10000.000000 10000.000000 \n", - "mean 22.860000 17.790200 8.353500 2.541600 0.629500 \n", - "std 51.706601 45.128107 28.765769 16.417363 7.462533 \n", - "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "25% 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "50% 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "75% 1.000000 0.000000 0.000000 0.000000 0.000000 \n", - "max 255.000000 255.000000 240.000000 225.000000 205.000000 \n", - "\n", - " pixel784 \n", - "count 10000.00000 \n", - "mean 0.06560 \n", - "std 1.93403 \n", - "min 0.00000 \n", - "25% 0.00000 \n", - "50% 0.00000 \n", - "75% 0.00000 \n", - "max 107.00000 \n", - "\n", - "[8 rows x 785 columns]" - ] - }, - "execution_count": 123, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df_test.describe()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Sowohl die Test- als auch die Trainingsdaten scheinen gültig und unverfälscht zu sein." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Definieren Sie menschenlesbare Namen für die 10 Kategorien" - ] - }, - { - "cell_type": "code", - "execution_count": 125, - "metadata": {}, - "outputs": [], - "source": [ - "class_names = ['Top','Trouser','Pullover','Dress','Coat',\n", - " 'Sandal','Shirt','Sneaker','Bag','Ankle boot']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Aufteilung des Datensatzes und Überprüfung der Verteilung der einzelnen Klassen (die Aufteilung kann auch später erfolgen)" - ] - }, - { - "cell_type": "code", - "execution_count": 126, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "48600 train examples\n", - "5400 validation examples\n", - "10000 test examples\n" - ] - } - ], - "source": [ - "df_train, df_val = train_test_split(df_train, test_size=0.1, random_state=365)\n", - "print(f\"{len(df_train)} train examples\")\n", - "print(f\"{len(df_val)} validation examples\")\n", - "print(f\"{len(df_test)} test examples\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Zeigen Sie die Verteilung für jeden Satz" - ] - }, - { - "cell_type": "code", - "execution_count": 127, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "TRAIN DISTRIBUTION\n", - "\n", - "Sandal : 4904 or 10.090534979423868%\n", - "Sneaker : 4897 or 10.076131687242798%\n", - "Dress : 4888 or 10.05761316872428%\n", - "Pullover : 4872 or 10.024691358024691%\n", - "Coat : 4862 or 10.004115226337449%\n", - "Top : 4848 or 9.975308641975309%\n", - "Trouser : 4845 or 9.969135802469136%\n", - "Shirt : 4842 or 9.962962962962962%\n", - "Ankle boot : 4840 or 9.958847736625515%\n", - "Bag : 4802 or 9.880658436213992%\n", - "\n", - "VALIDATION DISTRIBUTION\n", - "\n", - "Ankle boot : 564 or 10.444444444444445%\n", - "Bag : 560 or 10.37037037037037%\n", - "Coat : 559 or 10.351851851851853%\n", - "Shirt : 555 or 10.277777777777777%\n", - "Top : 548 or 10.148148148148147%\n", - "Trouser : 539 or 9.981481481481481%\n", - "Pullover : 535 or 9.907407407407408%\n", - "Sandal : 525 or 9.722222222222223%\n", - "Dress : 517 or 9.574074074074074%\n", - "Sneaker : 498 or 9.222222222222221%\n", - "\n", - "TEST DISTRIBUTION\n", - "\n", - "Top : 1000 or 10.0%\n", - "Bag : 1000 or 10.0%\n", - "Trouser : 1000 or 10.0%\n", - "Ankle boot : 1000 or 10.0%\n", - "Pullover : 1000 or 10.0%\n", - "Dress : 1000 or 10.0%\n", - "Coat : 1000 or 10.0%\n", - "Sandal : 1000 or 10.0%\n", - "Shirt : 1000 or 10.0%\n", - "Sneaker : 1000 or 10.0%\n" - ] - } - ], - "source": [ - "def get_classes_distribution(data):\n", - " # Get the count for each label\n", - " label_counts = data[\"label\"].value_counts()\n", - "\n", - " # Get total number of samples\n", - " total_samples = len(data)\n", - "\n", - "\n", - " # Count the number of items in each class\n", - " for i in range(len(label_counts)):\n", - " label = class_names[label_counts.index[i]]\n", - " count = label_counts.values[i]\n", - " percent = (count / total_samples) * 100\n", - " print(\"{:<20s}: {} or {}%\".format(label, count, percent))\n", - "\n", - "print(\"\\nTRAIN DISTRIBUTION\\n\")\n", - "get_classes_distribution(df_train)\n", - "print(\"\\nVALIDATION DISTRIBUTION\\n\")\n", - "get_classes_distribution(df_val)\n", - "print(\"\\nTEST DISTRIBUTION\\n\")\n", - "get_classes_distribution(df_test)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das ist bereits hilfreich, denn wir können sehen, dass sie ziemlich gleichmäßig aufgeteilt sind.\n", - "Drucken Sie die Daten als Tortendiagramm aus, um es noch schöner zu machen." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 720x504 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 720x504 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 720x504 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "def func(pct, allvalues):\n", - " absolute = int(pct / 100.*np.sum(allvalues))\n", - " return \"{:.1f}%\\n({:d})\".format(pct, absolute)\n", - "\n", - "def plot_pie(title, data):\n", - " # Creating plot\n", - " fig, ax = plt.subplots(figsize =(10, 7))\n", - " plt.pie(data, autopct = lambda pct: func(pct, data), labels = class_names)\n", - " ax.set_title(title)\n", - " \n", - " # show plot\n", - " plt.show()\n", - "\n", - "plot_pie(\"Train data distribution\", df_train[\"label\"].value_counts())\n", - "plot_pie(\"Validation data distribution\", df_val[\"label\"].value_counts())\n", - "plot_pie(\"Test data distribution\", df_test[\"label\"].value_counts())" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Print eines einzelnen Bildes" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Make copies of the data to allow easy exploration\n", - "df_train_exp_copy = df_train.copy() \n", - "y_train_exp = df_train_exp_copy.pop('label').to_numpy()\n", - "x_train_exp = df_train_exp_copy.to_numpy()\n", - "\n", - "\n", - "# Take a single image, and remove the color dimension by reshaping\n", - "image = x_train_exp[0].reshape((28,28)) / 255.0\n", - "\n", - "plt.figure()\n", - "plt.imshow(image, cmap=plt.cm.binary)\n", - "plt.colorbar()\n", - "plt.grid(False)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Printen eines Bildes aus jeder Kategorie, um zu sehen, wie sie aussehen und wie sie sich unterscheiden" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 720x720 with 10 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure(figsize=(10,10))\n", - "i = 0\n", - "for index in range(len(x_train_exp)):\n", - " label = y_train_exp[index]\n", - " image = x_train_exp[index] / 255.0\n", - " if label == i:\n", - " image = image.reshape((28,28))\n", - " plt.subplot(5,5,i+1)\n", - " plt.xticks([])\n", - " plt.yticks([])\n", - " plt.grid(False)\n", - " plt.imshow(image, cmap=plt.cm.binary)\n", - " plt.title(class_names[label])\n", - " i += 1\n", - " if i == 10:\n", - " break\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 3. Data preperation" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3.1. Daten Testen und Trainieren" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "df_train_copy = df_train.copy() \n", - "y_train = df_train_copy.pop('label').to_numpy()\n", - "x_train = df_train_copy.to_numpy()\n", - "df_val_copy = df_val.copy() \n", - "y_val = df_val_copy.pop('label').to_numpy()\n", - "x_val = df_val_copy.to_numpy()\n", - "df_test_copy = df_test.copy() \n", - "y_test = df_test_copy.pop('label').to_numpy()\n", - "x_test = df_test_copy.to_numpy()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3.2. Merkmal Skalierung" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [], - "source": [ - "x_train = x_train / 255.0\n", - "x_val = x_val / 255.0\n", - "x_test = x_test / 255.0" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Konvertierung der Bildform von 784 in 28x28 (nur wenn als CSV mit 784 Spalten geladen)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "IMG_ROWS = 28\n", - "IMG_COLS = 28\n", - "IMAGE_SHAPE = (IMG_ROWS, IMG_COLS, 1) \n", - "x_train = x_train.reshape(x_train.shape[0], *IMAGE_SHAPE)\n", - "x_val = x_val.reshape(x_val.shape[0], *IMAGE_SHAPE)\n", - "x_test = x_test.reshape(x_test.shape[0], *IMAGE_SHAPE)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## 3.3. Labels Konvertieren" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [], - "source": [ - "y_train = to_categorical(y_train, 10)\n", - "y_val = to_categorical(y_val, 10)\n", - "y_test = to_categorical(y_test, 10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Überprüfen der Datenformen, um sicherzustellen, dass die Daten im richtigen Format vorliegen." - ] - }, - { - "cell_type": "code", - "execution_count": 128, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(54000, 28, 28, 1)\n", - "(54000, 10)\n", - "(6000, 28, 28, 1)\n", - "(6000, 10)\n", - "(10000, 28, 28, 1)\n", - "(10000, 10)\n" - ] - } - ], - "source": [ - "print(x_train.shape)\n", - "print(y_train.shape)\n", - "\n", - "print(x_val.shape)\n", - "print(y_val.shape)\n", - "\n", - "print(x_test.shape)\n", - "print(y_test.shape)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 4. Modellierung und Evaluation" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "include": true, - "paragraph": "Modeling", - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "Definieren Sie, wie das Modell aussehen soll. Nachfolgend finden Sie einige Beschreibungen für verschiedene Schichttypen.\n", - "Der erste Versuch dieses Modells war nur ein DNN mit einfachen dichten Schichten, aber die Ergebnisse können durch die Verwendung eines CNN verbessert werden.\n", - "Als Startarchitektur wurde die LeNet-5-Implementierung gewählt und dann verändert.\n", - "Die Hyperparameter konnten auch mit dem Keras Optimizer optimiert werden, der mehrere definierte Kombinationen ausprobiert.\n", - "Die aktuellen Parameter wurden durch Exploration ausgewählt.\n", - "\n", - "- Dense: empfängt alle Eingaben aus der vorherigen Schicht und bildet das Punktprodukt \n", - "- Dropout-Schicht: entfernt Rauschen für Overfitting, fällt mit bestimmter Rate ab\n", - "- Reshape-Schicht: verändert die Form der Eingabe, wird nicht verwendet\n", - "- Permute-Schicht: verändert die Form der Eingabe, wird nicht verwendet\n", - "- ReapeatVector-Schicht: wiederholt die Eingabe für eine bestimmte Anzahl von Malen, nicht verwendet\n", - "- Flatten Layer: flacht die Matrix ab\n", - "- MaxPooling2D-Ebene: reduziert die Anzahl der Eingaben\n", - "- Conv2D-Ebene: faltet eine Eingabe zusammen" - ] - }, - { - "cell_type": "code", - "execution_count": 196, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"sequential_5\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "conv2d_10 (Conv2D) (None, 28, 28, 32) 320 \n", - "_________________________________________________________________\n", - "conv2d_11 (Conv2D) (None, 28, 28, 32) 9248 \n", - "_________________________________________________________________\n", - "max_pooling2d_5 (MaxPooling2 (None, 14, 14, 32) 0 \n", - "_________________________________________________________________\n", - "flatten_5 (Flatten) (None, 6272) 0 \n", - "_________________________________________________________________\n", - "dropout_5 (Dropout) (None, 6272) 0 \n", - "_________________________________________________________________\n", - "dense_10 (Dense) (None, 128) 802944 \n", - "_________________________________________________________________\n", - "dense_11 (Dense) (None, 10) 1290 \n", - "=================================================================\n", - "Total params: 813,802\n", - "Trainable params: 813,802\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], - "source": [ - "model = Sequential()\n", - "model.add(Conv2D(filters=32,kernel_size=3, activation='relu', padding='same', input_shape=(28, 28,1)))\n", - "model.add(Conv2D(filters=32,kernel_size=3,padding='same', activation='relu'))\n", - "model.add(MaxPooling2D(pool_size=(2, 2)))\n", - "model.add(Flatten())\n", - "model.add(Dropout(0.40))\n", - "model.add(Dense(units=128, activation='relu'))\n", - "model.add(Dense(units=10, activation='softmax'))\n", - "model.summary()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Kompiliere das Model" - ] - }, - { - "cell_type": "code", - "execution_count": 197, - "metadata": {}, - "outputs": [], - "source": [ - "model.compile(\n", - " optimizer=tf.keras.optimizers.Adam(), \n", - " loss= tf.keras.losses.categorical_crossentropy, \n", - " metrics=['accuracy']\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Trainiere das Model" - ] - }, - { - "cell_type": "code", - "execution_count": 198, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/10\n", - "844/844 - 45s - loss: 0.4327 - accuracy: 0.8459 - val_loss: 0.2944 - val_accuracy: 0.9109\n", - "Epoch 2/10\n", - "844/844 - 45s - loss: 0.2855 - accuracy: 0.8970 - val_loss: 0.2446 - val_accuracy: 0.9094\n", - "Epoch 3/10\n", - "844/844 - 45s - loss: 0.2387 - accuracy: 0.9125 - val_loss: 0.2268 - val_accuracy: 0.9125\n", - "Epoch 4/10\n", - "844/844 - 45s - loss: 0.2071 - accuracy: 0.9248 - val_loss: 0.2362 - val_accuracy: 0.9062\n", - "Epoch 5/10\n", - "844/844 - 46s - loss: 0.1823 - accuracy: 0.9328 - val_loss: 0.2032 - val_accuracy: 0.9328\n", - "Epoch 6/10\n", - "844/844 - 45s - loss: 0.1606 - accuracy: 0.9400 - val_loss: 0.2207 - val_accuracy: 0.9250\n", - "Epoch 7/10\n", - "844/844 - 46s - loss: 0.1426 - accuracy: 0.9470 - val_loss: 0.2414 - val_accuracy: 0.9203\n", - "Epoch 8/10\n", - "844/844 - 45s - loss: 0.1240 - accuracy: 0.9540 - val_loss: 0.2205 - val_accuracy: 0.9312\n", - "Epoch 9/10\n", - "844/844 - 48s - loss: 0.1099 - accuracy: 0.9589 - val_loss: 0.2306 - val_accuracy: 0.9344\n", - "Epoch 10/10\n", - "844/844 - 47s - loss: 0.0979 - accuracy: 0.9633 - val_loss: 0.2215 - val_accuracy: 0.9344\n" - ] - } - ], - "source": [ - "# Determine the maximum number of epochs\n", - "NUM_EPOCHS = 10\n", - "BATCH_SIZE = 64\n", - "\n", - "# Fit the model, \n", - "# specify the training data\n", - "# the total number of epochs\n", - "# and the validation data we just created \n", - "history = model.fit(\n", - " x_train,\n", - " y_train,\n", - " batch_size=BATCH_SIZE,\n", - " epochs=NUM_EPOCHS,\n", - " validation_data=(x_val, y_val), \n", - " validation_steps=10,\n", - " verbose =2\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Wir wollen wissen, wie sich insbesondere der Verlust im Laufe der Zeit verändert" - ] - }, - { - "cell_type": "code", - "execution_count": 225, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "<Figure size 432x288 with 0 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "acc = history.history[\"accuracy\"]\n", - "val_acc = history.history[\"val_accuracy\"]\n", - "loss = history.history[\"loss\"]\n", - "val_loss = history.history[\"val_loss\"]\n", - "\n", - "epochs = range(len(acc))\n", - "\n", - "plt.plot(epochs, acc, \"darkgreen\", label=\"Training accuracy\")\n", - "plt.plot(epochs, val_acc, \"darkblue\", label=\"Validation accuracy\")\n", - "plt.plot(epochs, loss, \"lightgreen\", label=\"Training loss\")\n", - "plt.plot(epochs, val_loss, \"lightblue\", label=\"Validation loss\")\n", - "plt.title(\"Training and validation accuracy\")\n", - "plt.xlabel(\"Epochs\")\n", - "plt.ylabel(\"Precent/100\")\n", - "plt.legend(loc=0)\n", - "plt.figure()\n", - "\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Es ist zu erkennen, dass das Modell recht gut funktioniert, aber nach der zweiten epoche beginnt es zu overfitten. Um dies zu verhindern, könnten wir verschiedene Trainings-Validierungs-Splits ausprobieren, mehr Dropouts hinzufügen oder Teile des Modells umstrukturieren." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Evaluierung der Testdaten" - ] - }, - { - "cell_type": "code", - "execution_count": 200, - "metadata": {}, - "outputs": [], - "source": [ - "test_loss, test_accuracy = model.evaluate(x_test, y_test, verbose=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 202, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test loss: 0.21. Test accuracy: 93.24%\n" - ] - } - ], - "source": [ - "print('Test loss: {0:.2f}. Test accuracy: {1:.2f}%'.format(test_loss, test_accuracy*100.))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das Modell schneidet mit einer Genauigkeit von > 90 % bei den Testdaten recht gut ab. Der Verlust ist akzeptabel." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Ergebnisse nach Klasse anzeigen" - ] - }, - { - "cell_type": "code", - "execution_count": 205, - "metadata": {}, - "outputs": [], - "source": [ - "predicted_classes = (model.predict(x_test) > 0.5).astype(\"int32\")" - ] - }, - { - "cell_type": "code", - "execution_count": 206, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " precision recall f1-score support\n", - "\n", - " Top 0.90 0.88 0.89 1000\n", - " Trouser 0.99 0.99 0.99 1000\n", - " Pullover 0.91 0.88 0.89 1000\n", - " Dress 0.93 0.96 0.94 1000\n", - " Coat 0.89 0.92 0.90 1000\n", - " Sandal 0.99 0.98 0.98 1000\n", - " Shirt 0.84 0.77 0.80 1000\n", - " Sneaker 0.97 0.97 0.97 1000\n", - " Bag 0.99 0.98 0.99 1000\n", - " Ankle boot 0.97 0.97 0.97 1000\n", - "\n", - " micro avg 0.94 0.93 0.93 10000\n", - " macro avg 0.94 0.93 0.93 10000\n", - "weighted avg 0.94 0.93 0.93 10000\n", - " samples avg 0.93 0.93 0.93 10000\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/anaconda3/envs/tensorflow_37/lib/python3.7/site-packages/sklearn/metrics/_classification.py:1245: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in samples with no predicted labels. Use `zero_division` parameter to control this behavior.\n", - " _warn_prf(average, modifier, msg_start, len(result))\n" - ] - } - ], - "source": [ - "print(classification_report(y_test, predicted_classes, target_names=class_names))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Wir können beobachten, dass das Modell vor allem mit Oberteilen, Hemden und Pullovern zu kämpfen hat. Das liegt wahrscheinlich daran, dass sie ziemlich ähnlich aussehen. Um dies zu vermeiden, könnte es hilfreich sein, das Bild zu vergrößern, um mehr Details zu erhalten, mehr Farbkanäle hinzuzufügen oder zu versuchen, die Textur des Artikels mit einigen bestimmten Ebenen zu identifizieren." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "source": [ - "# 5. Deployment\n", - "Stellen Sie das Modell als Docker-Container bereit, um es als http-Dienst verfügbar zu machen" - ] - }, - { - "cell_type": "code", - "execution_count": 187, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "INFO:tensorflow:Assets written to: fashion_model/1/assets\n" - ] - } - ], - "source": [ - "model.save('fashion_model/1', save_format='tf')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Aufzeigen der Daten" - ] - }, - { - "cell_type": "code", - "execution_count": 189, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "total 320\r\n", - "drwxr-xr-x 2 elwa staff 64 Jul 11 17:23 \u001b[1m\u001b[36massets\u001b[m\u001b[m\r\n", - "-rw-r--r-- 1 elwa staff 14391 Jul 11 17:23 keras_metadata.pb\r\n", - "-rw-r--r-- 1 elwa staff 146943 Jul 11 17:23 saved_model.pb\r\n", - "drwxr-xr-x 4 elwa staff 128 Jul 11 17:23 \u001b[1m\u001b[36mvariables\u001b[m\u001b[m\r\n" - ] - } - ], - "source": [ - "!ls -ll fashion_model/1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Zippen des Models" - ] - }, - { - "cell_type": "code", - "execution_count": 190, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " adding: fashion_model/ (stored 0%)\n", - " adding: fashion_model/1/ (stored 0%)\n", - " adding: fashion_model/1/keras_metadata.pb (deflated 90%)\n", - " adding: fashion_model/1/variables/ (stored 0%)\n", - " adding: fashion_model/1/variables/variables.data-00000-of-00001 (deflated 6%)\n", - " adding: fashion_model/1/variables/variables.index (deflated 64%)\n", - " adding: fashion_model/1/saved_model.pb (deflated 88%)\n", - " adding: fashion_model/1/assets/ (stored 0%)\n" - ] - } - ], - "source": [ - "!zip -r fashion_model_v1.zip fashion_model" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Starten Sie mit dem Docker-Container tensorflow/serving, wenn Docker installiert ist\n", - "```\n", - "docker pull tensorflow/serving\n", - "docker run -t --rm -p 8501:8501 \\\n", - " -v \"<pfad_zum_modell>/fashion_model:/models/fashion_model\" \\\n", - " -e MODEL_NAME=fashion_model \\\n", - " tensorflow/serving\n", - "\n", - "```\n", - "\n", - "Das Modell sollte nicht für Post-Anfragen unter http://localhost:8501/v1/models/fashion_model:predict verfügbar sein." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Erweiterung 1: Verwendung von RGB-Bildern\n", - "Importieren der allgemeinen RGB-Bilder, die aus dem Internet heruntergeladen wurden, und versuchen, deren Kategorie mit dem Modell vorherzusagen. \n", - "In diesem Fall wurden einige zufällige Bilder von Google heruntergeladen und in eine quadratische Form gebracht.\n", - "Für jede Kategorie befinden sich drei Bilder im \"Custom Set\"." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Erweiterung 1: Verwendung von RGB-Bildern\n", - "Importieren Sie allgemeine RGB-Bilder, die Sie aus dem Internet heruntergeladen haben, und versuchen Sie, deren Kategorie mit dem Modell vorherzusagen. \n", - "In diesem Fall wurden einige zufällige Bilder von Google heruntergeladen und in eine quadratische Form gebracht.\n", - "Für jede Kategorie befinden sich drei Bilder im \"Custom Set\"." - ] - }, - { - "cell_type": "code", - "execution_count": 207, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib.image as mpimg\n", - "from mpl_toolkits.axes_grid1 import ImageGrid\n", - "from PIL import Image\n", - "import os, os.path" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alle Bilder nach Dateinamen laden (nach Namen sortiert)" - ] - }, - { - "cell_type": "code", - "execution_count": 208, - "metadata": {}, - "outputs": [], - "source": [ - "basewidth = 72\n", - "path = \"data/colored\"\n", - "images= {}\n", - "\n", - "valid_images = [\".jpg\",\".jpeg\", \".gif\",\".png\",\".tga\"]\n", - "for fullname in sorted(os.listdir(path)):\n", - " ext = os.path.splitext(fullname)[1]\n", - " if ext.lower() not in valid_images:\n", - " continue\n", - " img = Image.open(os.path.join(path,fullname))\n", - " images[fullname] = img " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Printen aller Beispiel Bilder" - ] - }, - { - "cell_type": "code", - "execution_count": 209, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1440x1440 with 60 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(20, 20))\n", - "grid = ImageGrid(fig, 111,\n", - " nrows_ncols=(3, 10),\n", - " axes_pad=0.1,\n", - " )\n", - "\n", - "for ax, (name, img) in zip(grid, images.items()):\n", - " basewidth = 72\n", - " display_image = img.resize((basewidth,basewidth), Image.ANTIALIAS)\n", - " ax.imshow(display_image)\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Dies ist eine wirklich wichtige Funktion, da sie die eigentliche Vorverarbeitung des Bildes in ein Format vornimmt, das für das Modell \"verständlich\" ist. Es wäre wahrscheinlich sinnvoll, diese Funktion aufzuteilen.\n", - "Der kommentierte Code unten zeigt, wie diese Funktion als benutzerdefinierte Ebene implementiert werden könnte, um sie in ein Modell einzubinden. Wir subclassen dafür einen Layer, aber wahrscheinlich könnten wir alternativ auch einfach einen \"Lambda\"-Layer verwenden (oder ihn subclassen)" - ] - }, - { - "cell_type": "code", - "execution_count": 212, - "metadata": {}, - "outputs": [], - "source": [ - "def convert_image(image, output_size):\n", - " img = image.convert('L') # Convert to grayscale\n", - " img = img.resize(output_size, Image.ANTIALIAS) # Reduce the size to 28x28 no matter how big the image\n", - " img = np.asarray(img) # Convert to array\n", - " img = 1- img # Invert colors\n", - " img = img.reshape((28,28, 1))/ 255.0 # Reshape and scale colors to 0-1\n", - " return img" - ] - }, - { - "cell_type": "code", - "execution_count": 213, - "metadata": {}, - "outputs": [], - "source": [ - "# Note: it would also be possible to create a custom layer for preprocessing, this is currently not used though\n", - "\n", - "# basewidth = 28\n", - "\n", - "# class ConvertRGBImageLayer(Layer):\n", - "# def __init__(self, output_size):\n", - "# super(ConvertRGBImageLayer, self).__init__()\n", - "# self.output_size = output_size\n", - "\n", - "# def call(self, inputs):\n", - "# return lambda x: convert_image(x, self.output_size)\n", - "\n", - "# preprocessing_layer = ConvertRGBImageLayer((28, 28))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Anzeigen der konvertierten Bilder" - ] - }, - { - "cell_type": "code", - "execution_count": 214, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1440x1440 with 60 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(20, 20))\n", - "grid = ImageGrid(fig, 111,\n", - " nrows_ncols=(3, 10),\n", - " axes_pad=0.1,\n", - " )\n", - "\n", - "for ax, (name, img) in zip(grid, images.items()):\n", - " basewidth = 28\n", - " display_image = convert_image(img, (basewidth, basewidth))\n", - " ax.imshow(display_image, cmap=plt.cm.binary)\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 215, - "metadata": {}, - "outputs": [], - "source": [ - "scaled_images = []" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Jedes Bild vorhersagen, das erwartete Ergebnis durch eine Beschriftung darstellen und das Bild anzeigen" - ] - }, - { - "cell_type": "code", - "execution_count": 216, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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rgSvqz68AHup+emZWhsnQx3Uu8AVgg6Rn68tuAG4GfiTpy8B24HPjkuEEKbrs//bbb49526JL50W/AK+//noynrrsnxoqAXDccccl40XT4qSm1ClSNDVM0bFnzpw55vgtt9yS3Pa8885LxhcuXJiM5z7tTdXzKyxcEfELoNVP8cnupmNmVZB94TKzI0vZp4HtcOEysybZf+XHzI48bnGZWXZcuMwsK+7jMrMsuXBNkE7f6BNPTH/V8rbbbmsZe+qpp5LbpsaAAQwMDCTjCxYsSMZPO+20lrH+/v7ktlu2bEnGi8ZSFY1hS03vUjSdT9Gx33jjjWQ8tf+icVhTp05Nxic7Fy4zy07VrypWOzszm3Dtft1nFBMtLJO0RdKgpKZ5+yRdJum5+uMJSR8u2qdbXGbWpFunipJ6gNuBC4AhYL2ktRHxfMNqvwHOi4jXJF0E9AFnp/brwmVmTbrYx3UWMBgRW+v7vZ/aJKTvF66IeKJh/V8C6U5dXLjMbASjKFyzJTVeXeqLiL6G1/OBlxteD5FuTX0Z+M+ig7pwmVmTURSuvRHRm9rVCMtGnDpD0sepFa6PFR3UhcvMDnNoIsEuGQIax54sAHaOcMy/AO4ALoqI/yva6aQpXJ2ek8+YMSMZX7FixZhiUHyLsN27R5w89n1F806lbgFWlNuGDRuS8T179iTjL730UjKemq77xRdfTG575plnJuNF47xSc2Kdc845yW3nzp2bjBep+jioIl3Mfz2wVNISYAewHLh02LEWAQ8CX4iI9C9F3aQpXGbWPd0qXBGxX9Iq4BGgB1gTEZskXV2Prwb+Afgj4Lv14+4vOP104TKzZt1sMUZEP9A/bNnqhudfAb4ymn26cJnZYfwlazPLUtW/8uPCZWZN3OIys+y4cJlZVtzHNYmkxgQVfchFczvNnz9/TDm140Mf+lBHcTsyuXCZWXZcuMwsO76qaGZZcR+XmWXJhcvMsuPCZWbZceEys+xkX7gkLQTuAU4CDlKbmvU7km4CrgQOTdh0Q/1b4JNSJx9kagxY2Ypyq/IvcCfva9HPVeWfe7x1eSLBcdFOi2s/cF1EPCNpJvC0pMfqsW9HxLfGLz0zK0PVC3dh4YqIXcCu+vM3JW2mNgG+mU1SVS9co2oPSloMnAEcuuf8qvpNHNdIOr7FNislDUgaKJoG2MyqoZs3hB0PbRcuSTOAB4CvRsQ+4HvAKcDp1Fpkt4y0XUT0RURvRPTOmTOn84zNbFx1+07W46Gtq4qSplIrWvdGxIMAEfFKQ/z7wE/HJUMzm3BV75wvzE61snonsDkibm1YPq9htc8AG7ufnpmVYTK0uM4FvgBskPRsfdkNwApJp1O7ueM24KpxyG9SqHJHZ5VzK5Jz7lVX9fe2nauKv2Dku9FO2jFbZkeysltT7fDIeTNr4sJlZtlx4TKzrEyWr/yY2RHGLS4zy44Ll5llx4XLzLLjwmVmWfE4LjPLkq8qmll23OIys+y4cJlZVtzHZWZZcuEys+xUvXNeE3nrLEl7gJcaFs0G9k5YAqNT1dyqmhc4t7HqZm5/HBEdzZEu6WFqObVjb0Qs6+R4YzGhhavp4NJARPSWlkBCVXOral7g3MaqyrlVVbXbg2ZmI3DhMrPslF24+ko+fkpVc6tqXuDcxqrKuVVSqX1cZmZjUXaLy8xs1Fy4zCw7pRQuScskbZE0KOn6MnJoRdI2SRskPStpoORc1kjaLWljw7ITJD0m6Vf1f4+vUG43SdpRf++elXRxSbktlPRfkjZL2iTp7+vLS33vEnlV4n3LyYT3cUnqAV4ELgCGgPXAioh4fkITaUHSNqA3IkofrCjpr4G3gHsi4rT6sn8BXo2Im+tF//iI+HpFcrsJeCsivjXR+QzLbR4wLyKekTQTeBr4NPBFSnzvEnl9ngq8bzkpo8V1FjAYEVsj4l3gfuCSEvKovIhYB7w6bPElwN3153dT+8WfcC1yq4SI2BURz9SfvwlsBuZT8nuXyMtGqYzCNR94ueH1ENX68AJ4VNLTklaWncwI5kbELqj9RwBOLDmf4VZJeq5+KlnKaWwjSYuBM4CnqNB7NywvqNj7VnVlFK6RvnZepTEZ50bEmcBFwDX1UyJrz/eAU4DTgV3ALWUmI2kG8ADw1YjYV2YujUbIq1LvWw7KKFxDwMKG1wuAnSXkMaKI2Fn/dzfwY2qntlXySr2v5FCfye6S83lfRLwSEQci4iDwfUp87yRNpVYc7o2IB+uLS3/vRsqrSu9bLsooXOuBpZKWSJoGLAfWlpBHE0nT652mSJoOfArYmN5qwq0Frqg/vwJ4qMRcDnOoKNR9hpLeO9Umk7oT2BwRtzaESn3vWuVVlfctJ6WMnK9f7r0N6AHWRMQ/TXgSI5B0MrVWFtTmKvthmblJug84n9oUI68ANwI/AX4ELAK2A5+LiAnvJG+R2/nUTncC2AZcdahPaYJz+xjwc2ADcLC++AZq/UmlvXeJvFZQgfctJ/7Kj5llxyPnzSw7Llxmlh0XLjPLjguXmWXHhcvMsuPCZWbZceEys+z8P+RWHVJsXPZEAAAAAElFTkSuQmCC", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Bag, Expected: ankle_boot_0\n" - ] - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Ankle boot, Expected: ankle_boot_1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Bag, Expected: ankle_boot_2\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Bag, Expected: bag_0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Bag, Expected: bag_1\n" - ] - }, - { - "data": { - "image/png": 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gmnGe9x+BHwAHe1moE5eZjTGBxLXg5Ddj2rd1oxZ1NtA5dctI+7HOdZ1Nq6zqtl77N+2D86nTxLmygvnz53eNPfroo8m2733ve5Pxt73tbcn4wYPd/xHk+j179uxkPNc+d9r/hRde6BpbunRp1xjk+1b1tH+qfa4kIDe1TM7x48e7xk477bRk21SJCeQvKXfmmV2/BQfk328pU33Gb4I1WocjYii1uHEeG/2m+Wvg8xHxWq/r9VlFMxujj2cVR4BlHffPAfaPes4QcPfJPTjgakknIuLvui3UicvMxujjXt1mYIWk84B9wHXAxzqfEBHndaz3DuD+VNICJy4zG0e/EldEnJB0E62zhQPAcETskHRjO97zuFYnJy4ze4N+fw+xPdHoxlGPjZuwIuJPe1mmE5eZjeGv/JhZcZr+lR8nLjN7g7qnrOnFtCauiEjWJOXqmZYvX9419sADDyTbrlq1KhnPefnll7vGqk7PkpOrtTp27FjX2MjISLJt7jJZVaatgfTfNNc2V+dVZa8gN13P888/P+ll96LpiaHp/fMel5mN4cRlZsVx4jKz4jhxmVlRSphI0InLzMbwHpeZFceJy8yK48TVR5dccknX2PDwcLLtBRdcUGndv/3tb7vGcnNSVR0vyM39lLqUVq5tLp6Tq4d6xzve0TWW+3Ds2bMnGc/V/aX+LlVr63Jy83lN9fqrcAGqmRXJg/NmVhzvcZlZcZy4zKwoHuMysyI5cZlZcZy4zKw4xZ9VlLQM+A6wBHgdWB8RX5N0FvB9YBDYC/xRRCQnMar6HajLLrusa2zJkiXJtqlrMkK+riY1J1aujisXz9VS5fqWWn7u2oRV36C5eqVUnVfuv3qu77m5xFLbLVd/ltvmubnC5syZk4znatDqVMIYVy/v2hPAn0fE7wOXAJ+RtBK4GXg4IlYAD7fvm9kMMIErWdcim7gi4kBE/Lz9+1FgJ61LaF8D3Nl+2p3Ah6eoj2Y2zZqeuCY0xiVpEFgNPAYsjogD0Epukhb1v3tmVoemHyr2nLgkzQd+AHw2Io70+sIkrQPWQXrOeDNrjqYnrp5GZiXNppW0vhcR97YfflbS0nZ8KXBwvLYRsT4ihiJiaOHChf3os5lNoZMn0Xq51SW7ZrVS7+3Azoj4akdoA7C2/fta4If9756Z1WEmjHFdBnwceELStvZjtwBfBu6R9EngaeCjvaww9WJzp6DPOuusrrFLL7002fbgwXF3CH8n99/jLW95S9dY7tR4Lp6aMgfyp9arTJGSK9Woenmy1GvLta1aZpKLV2mb+5u+9a1vTcZz5Tl1a/qhYjZxRcQ/AN1exfv72x0za4LiE5eZvbnUfRjYCycuMxuj+K/8mNmbj/e4zKw4TlxmVhSPcZlZkZy4+ihVW/PpT3862fZzn/tcMr5y5cpk/KKLLuoae/jhh5Ntc9OzVL1UVWpqmdwga256ldwbOLf81GuvWiNWpU4r1+/UNEa9SNX9Qf49UbemJ65mnzows1r08ys/ktZI2iVpt6Qx019J+mNJj7dv/yjpwtwym532zWza9XOMS9IAcCvwAWAE2CxpQ0Q82fG0p4B/GxHPS7oKWA+8J7VcJy4zG6OPh4oXA7sjYk97uXfTmsvvd4krIv6x4/mPAufkFurEZWZjTCBxLZC0peP++ohY33H/bOCZjvsjpPemPgk8kFupE5eZjTGBxHU4IoZSixrnsXHPqkj6Q1qJ6/LcSp24zGyMPh4qjgDLOu6fA+wfZ33vBr4FXBURv84t1InLzN6g6tW4RtkMrJB0HrAPuA742Kj1LQfuBT4eEb/sZaGNSly5jZWqd3rXu96VbHvDDTck42vXrk3G9+3b1zU2b968ZNuXXnopGT927Fil+FTK/efNXeZr8eLFk173kSNHkvEqNWi5fufmQMvNofa+970vGU/VceXq+qbjC9D92uOKiBOSbgIeAgaA4YjYIenGdvw24D8Dvwf8TXu9JzKHn81KXGbWDP0sQI2IjcDGUY/d1vH7nwF/NpFlOnGZ2RhNr5x34jKzN/CXrM2sSJ5I0MyK4z0uMyuOE5eZFcVjXH2WOu7O1b585CMfScYvvzz9LYOtW7d2jW3YsCHZdvPmzcl4ru9z586ddDy37KrXhFy9enUyPjg42DWW+3Cce+65yXjVucJScjViuet45uaHazonLjMrjhOXmRXHZxXNrCge4zKzIjlxmVlxnLjMrDhOXGZWnOITl6RlwHeAJcDrtOaU/pqkLwGfAg61n3pLe/qKWlSZywtg0aJFyfhVV13VNXbllVcm2x4/fjwZz839lKspavIZoNS1D6tcFxGqfbia/MGs++/Z54kEp0Qve1wngD+PiJ9LOh3YKulH7dhfRcRfTl33zKwOTU7s0EPiiogDwIH270cl7aR15Q4zm6GanrgmtD8oaRBYDTzWfuim9tVnhyWd2aXNOklbJG05dOjQeE8xs4Y5WcuVu9Wl58QlaT7wA+CzEXEE+DpwPrCK1h7ZV8ZrFxHrI2IoIoYWLlxYvcdmNqV6TVp1Jq6ezipKmk0raX0vIu4FiIhnO+LfBO6fkh6a2bRr+uB8tndqpdXbgZ0R8dWOx5d2PO1aYHv/u2dmdZgJe1yXAR8HnpC0rf3YLcD1klbRuirtXiB9/a+a5f6D5E7Np+K5coXc5ctmstSbu+kDwClV3i/Q/D2apv9tejmr+A+Mfxnt2mq2zGzq1L031QtXzpvZGE5cZlYcJy4zK8pM+cqPmb3JeI/LzIrjxGVmxXHiKkTuD5WKV52epao632R1v/bJqrrNqrxfStD0/jtxmdkbuI7LzIrks4pmVhzvcZlZcZy4zKwoHuMysyI5cZlZcZo+OK/prMORdAj4vx0PLQAOT1sHJqapfWtqv8B9m6x+9u3ciKg0R7qkB2n1qReHI2JNlfVNxrQmrjErl7ZExFBtHUhoat+a2i9w3yaryX1rqmbvD5qZjcOJy8yKU3fiWl/z+lOa2rem9gvct8lqct8aqdYxLjOzyah7j8vMbMKcuMysOLUkLklrJO2StFvSzXX0oRtJeyU9IWmbpC0192VY0kFJ2zseO0vSjyT9c/vnmQ3q25ck7Wtvu22Srq6pb8sk/W9JOyXtkPSf2o/Xuu0S/WrEdivJtI9xSRoAfgl8ABgBNgPXR8ST09qRLiTtBYYiovZiRUn/BngR+E5E/Kv2Y/8deC4ivtxO+mdGxOcb0rcvAS9GxF9Od39G9W0psDQifi7pdGAr8GHgT6lx2yX69Uc0YLuVpI49rouB3RGxJyJeAe4GrqmhH40XEZuA50Y9fA1wZ/v3O2m98addl741QkQciIift38/CuwEzqbmbZfol01QHYnrbOCZjvsjNOuPF8DfS9oqaV3dnRnH4og4AK0PArCo5v6MdpOkx9uHkrUcxnaSNAisBh6jQdtuVL+gYdut6epIXON97bxJNRmXRcQfAFcBn2kfEllvvg6cD6wCDgBfqbMzkuYDPwA+GxFH6uxLp3H61ajtVoI6EtcIsKzj/jnA/hr6Ma6I2N/+eRC4j9ahbZM82x4rOTlmcrDm/vxORDwbEa9FxOvAN6lx20maTSs5fC8i7m0/XPu2G69fTdpupagjcW0GVkg6T9Ic4DpgQw39GEPSvPagKZLmAVcC29Otpt0GYG3797XAD2vsyxucTApt11LTtlNrMqnbgZ0R8dWOUK3brlu/mrLdSlJL5Xz7dO9fAwPAcET812nvxDgk/Qtae1nQmqvsb+vsm6S7gCtoTTHyLPBF4O+Ae4DlwNPARyNi2gfJu/TtClqHOwHsBW44OaY0zX27HPgJ8ATwevvhW2iNJ9W27RL9up4GbLeS+Cs/ZlYcV86bWXGcuMysOE5cZlYcJy4zK44Tl5kVx4nLzIrjxGVmxfl/o+PuTc19OzAAAAAASUVORK5CYII=", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Bag, Expected: bag_2\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Top, Expected: coat_0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Coat, Expected: coat_1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Coat, Expected: coat_2\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Dress, Expected: dress_0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Dress, Expected: dress_1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Dress, Expected: dress_2\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Coat, Expected: pullover_0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Pullover, Expected: pullover_1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Coat, Expected: pullover_2\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Bag, Expected: sandal_0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Sandal, Expected: sandal_1\n" - ] - }, - { - "data": { - "image/png": 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mzJnJeur3AYqPa9mV/VSxMLgi4qdAs7/FhzvbHDMrg+yDy8wOLL0+DWyFg8vM6mT/kR8zO/C4x2Vm2XFwmVlWPMZlZllycHVQ0XynlAULFiTrq1evTtafffbZprWi29YUzaU65JBDkvUnn3wyWU+1rei2Nr/97W+T9euvvz5ZnzZtWrJ+8MHNf8VS8/KgeJ5XUdt/8YtfNK2lblME6XYD3H777cn6SSedlKyn/u5lGBh3cJlZdsoQninlbp2ZjbtWP+4zihstLJL0nKRBSXX37ZP0j5Kerj4elfTeom26x2VmdTp1qiipD7gROAMYAtZKWh0Rz9S87FfA30XEbySdDQwAp6S26+AyszodHONaCAxGxJbqdldRuQnpn4IrIh6tef3PgPQHRXFwmVkDowiuKZLW1TwfiIiBmuczgBdrng+R7k1dBDxQtFMHl5nVGUVw7YmI/tSmGixreKlb0t9TCa4PFe3UwWVm+9l3I8EOGQJm1TyfCWxvsM+TgO8AZ0fEy0UbPWCC69BDD03Wzz333DHX33rrreS6RfPPiv53e+ONN5L11DyyF154Ibnutm3bkvWdO3e2Vf/973/ftFb09y56zw477LBkffLkyU1rxx2X/oqEefPmJevz589P1ouUfbpBB8e41gLzJc0FXgIWAxeO2Nds4F7gExHxfCsbPWCCy8xa16ngiohhScuBB4E+YGVEbJJ0cbW+ArgSOBb4dnW/wwWnnw4uM6vXyZnzEbEGWDNi2Yqanz8DfGY023Rwmdl+/CFrM8tS2cfgHFxmVsc9LjPLjoPLzLLiMa6MFN23KqXb36F35JFHJuupOUXtzjcqOi5vv/12sl50z612FI3DFN1Ty5pzcJlZdhxcZpYdX1U0s6x4jMvMsuTgMrPsOLjMLDsOLjPLTvbBJWkWcDvwbmAvlVuzXi/pauCfgN3Vl15R/RR4ltp5o4rmOrX7S9DOHLN2FbU917lS7R7Tsv/DbkeHbyTYFa381g0DX4yIJyVNBp6Q9FC19s2I+Hr3mmdmvVD2YC4MrojYAeyo/vy6pM1UboBvZhNU2YNrVP1BSXOAk4GfVxctr36J40pJRzdZZ5mkdZLW7d69u9FLzKxkOvmFsN3QcnBJOhK4B/h8RLwG3ATMAxZQ6ZF9o9F6ETEQEf0R0T916tT2W2xmXdXpb7LuhpZGViVNohJad0TEvQARsbOmfjPww6600MzGXdkH5wtbp0qs3gJsjojrapZPr3nZx4CNnW+emfXCROhxnQp8AtggaX112RXAEkkLqHy541bgs11oXxa6/QaWeaC0l1M1iqSOW5mPaRmU/fi0clXxpzT+Ntps52yZWXO97k21Is/Zg2bWVQ4uM8uOg8vMsjJRPvJjZgcY97jMLDsOLjPLjoPLJrSy/4Lb2JT9fXVwmdl+PI/LzLLkq4pmlh33uMwsOw4uM8uKx7jMLEsOLjPLTtkH5zWe91OStBv435pFU4A949aA0Slr28raLnDbxqqTbfuziGjrHumSfkSlTa3YExGL2tnfWIxrcNXtXFoXEf09a0BCWdtW1naB2zZWZW5bWZW7P2hm1oCDy8yy0+vgGujx/lPK2raytgvctrEqc9tKqadjXGZmY9HrHpeZ2ag5uMwsOz0JLkmLJD0naVDS5b1oQzOStkraIGm9pHU9bstKSbskbaxZdoykhyS9UP3z6BK17WpJL1WP3XpJ5/SobbMk/ZekzZI2Sfrn6vKeHrtEu0px3HIy7mNckvqA54EzgCFgLbAkIp4Z14Y0IWkr0B8RPZ+sKOlvgd8Bt0fEX1WX/RvwSkRcWw39oyPiyyVp29XA7yLi6+PdnhFtmw5Mj4gnJU0GngA+CnyKHh67RLs+TgmOW0560eNaCAxGxJaIeBNYBZzXg3aUXkQ8ArwyYvF5wG3Vn2+j8os/7pq0rRQiYkdEPFn9+XVgMzCDHh+7RLtslHoRXDOAF2ueD1GuNy+AH0t6QtKyXjemgWkRsQMq/xCA43rcnpGWS3q6eirZk9PYWpLmACcDP6dEx25Eu6Bkx63sehFcjT52XqY5GadGxPuAs4FLq6dE1pqbgHnAAmAH8I1eNkbSkcA9wOcj4rVetqVWg3aV6rjloBfBNQTMqnk+E9jeg3Y0FBHbq3/uAr5P5dS2THZWx0r2jZns6nF7/iQidkbE2xGxF7iZHh47SZOohMMdEXFvdXHPj12jdpXpuOWiF8G1Fpgvaa6kdwCLgdU9aEcdSUdUB02RdARwJrAxvda4Ww0srf68FLivh23Zz75QqPoYPTp2qtxM6hZgc0RcV1Pq6bFr1q6yHLec9GTmfPVy77eAPmBlRFwz7o1oQNLxVHpZULlX2X/0sm2S7gROo3KLkZ3AVcAPgLuB2cA24PyIGPdB8iZtO43K6U4AW4HP7htTGue2fQj4CbAB2FtdfAWV8aSeHbtEu5ZQguOWE3/kx8yy45nzZpYdB5eZZcfBZWbZcXCZWXYcXGaWHQeXmWXHwWVm2fl/DSzce9sUtYkAAAAASUVORK5CYII=", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Sandal, Expected: sandal_2\n" - ] - }, - { - "data": { - "image/png": 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0J7Fyh9i+G1kOETtu77//fjA+adKkqrGpU6cG13399deD8djAdGy6oCKrZ42Wu3eZ2QJKVwtbgMXuvsnMbi/Hax7XqlSoxCUixVDPzyGWZ49Z3mNZnwnL3b9YyzaVuESkl6J/5EeJS0R6UeISkaTk/TnEWihxiUgvSlwikhzd5UdEkqJTxX6K1QyFpp7JWisV+w8zeHD1Q5Xl9mGNFrsFWGz6lqFDhwbjWWrMstaAZdl3a2trMJ71D3f//v2Z1s+bEpeIJEeJS0SSo8QlIslR4hKRpHRPJFhkSlwi0ot6XCKSHCUuEUmOElcPoQMSq+s588wzq8aGDRsWXDc271Rsbqd9+/ZVjcXaHXsTNHK+rViN2TnnnBOMh24JB3D8+PFgPPTas77u2L5Dc7CNHj06uG6s7i8m9n4LyTtpqABVRJKkwXkRSY56XCKSHCUuEUmKxrhEJElKXCKSHCUuEUmOrir2Q6x2ZuTIkQOKQbweKVbvFJq3KlaPFJsTK6ss81odPHgwGI/VSsWEjk3W/+qx1x2aQ23MmDGZth17rxZ5jraYFMa4omnVzCab2fNmttnMNpnZV8vLzzKzFWb2Rvn72MY3V0SaoTt5xb7yUkt/sAv4urv/FfB3wFfM7ELgTuA5d58BPFd+LCKngeQTl7vvdveXyz8fBDYDE4G5wOPlpz0OfLJBbRSRJit64urXGJeZnQdcCqwGxrv7biglNzPr80NvZjYfmA8wefLkTI0VkeZIfoyrm5mNBJ4EvubuB2pdz90Xuvssd5/V1tY2kDaKSBN1TyRYy1deatqzmQ2hlLR+6u5Ly4v3mNmEcnwCsLcxTRSRZkv+VNFKrXsU2Ozu36kILQNuBu4tf38qa2Nil5jPOOOMqrERI0YE142VLMQu+3d0dAx4242ctiYmtu/YdD6N1OjjEippiE07k/V2d1nk+X7pVvRTxVrGuGYDXwA2mNn68rK7KCWsX5jZrcAO4DMNaaGINF3yicvdfwdUexXX1bc5IpK3vE8Da1GoynkRKQZ95EdEkqMel4gkR4lLRJKiMS4RSZISVw+hAxKrjRk+fHjV2Lhx44Lrbt68OdywiNBgZZ71SBCeNid2TMeODU/q8e677wbjedYcxV5b6HcWqgmEeF1f7HXHbpdXdPVMXGY2B3gAaAEWufu9PeL/BNxRfngI+Fd3fyW0TfW4RKSXel1VNLMW4CHgo0A7sMbMlrn7axVP+xPwD+7+jpldDywErghtV4lLRE5R5zGuy4Gt7r6tvO0llGaW+SBxufuqiuf/HpgU26gSl4j00o/E1WZmayseL3T3hRWPJwI7Kx63E+5N3Qo8HdupEpeI9NKPxNXh7rNCm+pjWZ8DhGZ2DaXEdWVsp0pcItJLHU8V24HKifgmAbv62N9FwCLgenffF9tosev6RSQXdZzWZg0ww8ymmVkrcBOlmWUq9zUFWAp8wd1fr2Wj6nGJyCm6JxKsB3fvMrMFwDOUyiEWu/smM7u9HH8Y+HfgbOAH5WTYFTn9LFbiitXlhG43NWXKlOC6sbqboUOHBuOdnZ1VY7Gan1C7Id/5vPbv359p/dh/3Sy3J8t6uhLad2tra3Dd2B9ubB6zSZOiF8YKrZ51XO6+HFjeY9nDFT9/Gfhyf7ZZqMQlIsWgynkRSY4Sl4gkRR+yFpEkaSJBEUmOelwikhwlLhFJisa4CiQ2r1SsFmvfvuqfQhg9enRw3cOHDwfjI0eODMazvImyzisVG+uIxbPUoMXafuBA+IbqoX2H5naD+BxosZpDzcfVWB+axCUitVPiEpHk6KqiiCRFY1wikiQlLhFJjhKXiCRHiUtEkpN84jKzycCPgXOBk5Qmw3/AzO4G/gV4u/zUu8rz7gxY7GB1dXVVjc2ePTu47jvvvBOMx+puZs6cWTV2ww03BNcN1YABrFq1KhgfMmRIMB46brEastA9GSE+b9WxY8eC8VAtVux1TZ48ORhfsGBBMD5q1KiqsdgcabH5tkLbhvhxzfN+lDH1nEiwUWrpcXUBX3f3l81sFLDOzFaUY9919283rnkikofke1zuvhvYXf75oJltpnTLIRE5TRU9cfWrP2hm5wGXAqvLixaY2atmttjM+ryXu5nNN7O1Zra2o6MjW2tFpCnqeLOMhqg5cZnZSOBJ4GvufgD4ITAduIRSj+z+vtZz94XuPsvdZ7W1tWVvsYg0VK1JK8/EVdNVRTMbQilp/dTdlwK4+56K+CPArxvSQhFpuqIPzkdbZ6W0+iiw2d2/U7F8QsXTPgVsrH/zRCQPp0OPazbwBWCDma0vL7sLmGdml1C6nfZ24LasjYll+dCl97lz5wbX/fSnPz2gNnULXdaP/QJ/8pOfBONLly4NxjduDP9P2Lt3b9VY7LJ+6LZrEH9tsdtwTZ8+vWps6tSpwXUvu+yyTPsOvV9uv/324Lo33nhjMB4b9ojFjx49WjUWK6VohqIPztdyVfF3QF+vIlPNlogUU969qVqocl5EelHiEpHkKHGJSFJOl4/8iMiHjHpcIpIcJS4RSY4SVx2FDuaRI0eC68amEYnFQ7U1sXVj07fccsstwXhM6FZZsTdg1jqu2LQ3WcRq0GK3JwuN08RqwM4///xgPDTFEsRvrRa7vVnelLhEJCmq4xKRJOmqoogkRz0uEUmOEpeIJEVjXCKSJCUuEUlO0QfnrZm3STKzt4E3Kxa1AUWdiL6obStqu0BtG6h6tm2qu4/LsgEz+w2lNtWiw93nZNnfQDQ1cfXaudlad5+VWwMCitq2orYL1LaBKnLbiqrY/UERkT4ocYlIcvJOXAtz3n9IUdtW1HaB2jZQRW5bIeU6xiUiMhB597hERPpNiUtEkpNL4jKzOWa2xcy2mtmdebShGjPbbmYbzGy9ma3NuS2LzWyvmW2sWHaWma0wszfK38cWqG13m9lb5WO33sw+kVPbJpvZ82a22cw2mdlXy8tzPXaBdhXiuKWk6WNcZtYCvA58FGgH1gDz3P21pjakCjPbDsxy99yLFc3sKuAQ8GN3/5vysvuA/e5+bznpj3X3OwrStruBQ+7+7Wa3p0fbJgAT3P1lMxsFrAM+CXyRHI9doF3/SAGOW0ry6HFdDmx1923u3gksAcK3of6QcvcXgf09Fs8FHi///DilN37TVWlbIbj7bnd/ufzzQWAzMJGcj12gXdJPeSSuicDOisftFOuX58CzZrbOzObn3Zg+jHf33VD6QwDOybk9PS0ws1fLp5K5nMZWMrPzgEuB1RTo2PVoFxTsuBVdHomrr4+dF6kmY7a7zwSuB75SPiWS2vwQmA5cAuwG7s+zMWY2EngS+Jq7hyeob6I+2lWo45aCPBJXOzC54vEkYFcO7eiTu+8qf98L/JLSqW2R7CmPlXSPmezNuT0fcPc97n7C3U8Cj5DjsTOzIZSSw0/dfWl5ce7Hrq92Fem4pSKPxLUGmGFm08ysFbgJWJZDO3oxsxHlQVPMbATwMWBjeK2mWwbcXP75ZuCpHNtyiu6kUPYpcjp2VppM6lFgs7t/pyKU67Gr1q6iHLeU5FI5X77c+z2gBVjs7v/R9Eb0wczOp9TLgtJcZT/Ls21m9gRwNaUpRvYA3wB+BfwCmALsAD7j7k0fJK/Stqspne44sB24rXtMqcltuxJYCWwAuu8Ddhel8aTcjl2gXfMowHFLiT7yIyLJUeW8iCRHiUtEkqPEJSLJUeISkeQocYlIcpS4RCQ5Slwikpz/B1BZ3y6otpOsAAAAAElFTkSuQmCC", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Coat, Expected: shirt_0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Shirt, Expected: shirt_1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Coat, Expected: shirt_2\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Sneaker, Expected: sneaker_0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Sneaker, Expected: sneaker_1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Bag, Expected: sneaker_2\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Top, Expected: top_0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Top, Expected: top_1\n" - ] - }, - { - "data": { - "image/png": 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VvarSTnvwAPDFiPgL4ALgs5LOBK4HHoyIxcCDxbSZTQHZF66I2BMRTxTf7we2A/3AMuCOYrE7gI9OUo5m1mN1L1zj6uOStBA4D3gcOCUi9kCjuEk6ucU6q4BVAKeddlpHyZpZb2Tfx3WYpOOAu4AvRMSr7a4XEWsiYiAiBubOnTuRHM2shw7fSLCdV1Xa2rOkGTSK1g8j4u5i9kuS5hXxecDeyUnRzHot+1NFNbK7DdgeEd9oCm0AVgI3FV/vnZQMM1A2nKFsOMRbb73V0fqTqey/atlQkJROHy/2hz/8IRkvO67WWt1PFdvp47oQWAE8LenJYt4NNArWTyR9CtgFfHxSMjSznsu+cEXEo0Crn+JD3U3HzKpW9WlgOzxy3sxG8Ud+zCw7bnGZWXZcuMwsKzn0cdX7RNbMKtHNcVySlkp6RtIOSaM+0yzpKklPFa/HJJ1Ttk23uLqg7Bc4a9asZPxtb3tbMl42nim1/7LcOn302fTp6bdQKj5jxozkurNnz07G+/r6kvF58+Yl49Zat1pckqYBtwAfBoaATZI2RMS2psV+DXwgIv5P0uXAGuD81HZduMxslC5eVVwC7IiI5wAkraNxg4Y/Fq6IeKxp+f8G5pdt1IXLzI4wzj6uPkmDTdNrImJN03Q/8ELT9BDp1tSngP8o26kLl5mNMo7CtS8iBlKbGmPemP0Pkj5Io3C9v2ynLlxmNkoXryoOAQuapucDu8fY39nA94HLI+Llso36qqKZjdLFq4qbgMWSFkmaCVxJ4wYNzfs6DbgbWBERv2xno25xmdko3WpxRcQBSauB+4FpwNqI2Crp2iJ+K/CPwJ8A3yn2e6Dk9NOFy8yOdPhGgt0SERuBjSPm3dr0/aeBT49nmy5chU5+UfPnp6/ePvroo8l42Tiusv9+qdw7HcdVdi+wsnFcqbFanazbjk5+p2Vj56a6uo+cd+Eys1FcuMwsOy5cZpaVHD5k7cJlZqP4RoJmlh23uMwsOy5cZpYV93EdJcrGG51++uk9ysSsO1y4zCw7Llxmlh1fVTSzrLiPy8yy5MJlZtlx4TKz7LhwmVl2si9ckhYAdwKnAodoPMXj25JuBK4BhotFbyhuGGYjHDp0KBmv+5skVz6uE9PtGwlOhnZaXAeAL0bEE5LmAJslPVDEvhkRX5+89MysCnUv+qWFKyL2AHuK7/dL2k7jWWlmNkXVvXCNqz0oaSFwHvB4MWu1pKckrZV0Yot1VkkalDQ4PDw81iJmVjNdfMrPpGi7cEk6DrgL+EJEvAp8FzgDOJdGi+zmsdaLiDURMRARA3Pnzu08YzObVO0WrSoLV1tXFSXNoFG0fhgRdwNExEtN8e8BP52UDM2s5+reOV+anRpl9TZge0R8o2n+vKbFPgZs6X56ZlaFqdDiuhBYATwt6cli3g3AcknnAgHsBD4zCflNCXX/72U2Ut0759u5qvgoMNZP4TFbZlNQ1a2pdnjkvJmN4sJlZtlx4TKzrEyVj/yY2VHGLS4zy44Ll5llx4XLzLLjwmVmWfE4LjPLkq8qmll23OIys+y4cJlZVtzHZWZZcuEys+zUvXNeEdG7nUnDwPNNs/qAfT1LYHzqmltd8wLnNlHdzO30iOjoHumS7qORUzv2RcTSTvY3ET0tXKN2Lg1GxEBlCSTUNbe65gXObaLqnFtd1bs9aGY2BhcuM8tO1YVrTcX7T6lrbnXNC5zbRNU5t1qqtI/LzGwiqm5xmZmNmwuXmWWnksIlaamkZyTtkHR9FTm0ImmnpKclPSlpsOJc1kraK2lL07yTJD0g6dni64k1yu1GSS8Wx+5JSVdUlNsCSQ9J2i5pq6TPF/MrPXaJvGpx3HLS8z4uSdOAXwIfBoaATcDyiNjW00RakLQTGIiIygcrSroYeA24MyLOKub9K/BKRNxUFP0TI+IrNcntRuC1iPh6r/MZkds8YF5EPCFpDrAZ+CjwSSo8dom8/pYaHLecVNHiWgLsiIjnIuJNYB2wrII8ai8iHgZeGTF7GXBH8f0dNN74Pdcit1qIiD0R8UTx/X5gO9BPxccukZeNUxWFqx94oWl6iHr98gL4uaTNklZVncwYTomIPdD4QwBOrjifkVZLeqo4lazkNLaZpIXAecDj1OjYjcgLanbc6q6KwjXWx87rNCbjwoj4S+By4LPFKZG157vAGcC5wB7g5iqTkXQccBfwhYh4tcpcmo2RV62OWw6qKFxDwIKm6fnA7gryGFNE7C6+7gXuoXFqWycvFX0lh/tM9laczx9FxEsRcTAiDgHfo8JjJ2kGjeLww4i4u5hd+bEbK686HbdcVFG4NgGLJS2SNBO4EthQQR6jSJpddJoiaTbwEWBLeq2e2wCsLL5fCdxbYS5HOFwUCh+jomOnxs2kbgO2R8Q3mkKVHrtWedXluOWkkpHzxeXebwHTgLUR8c89T2IMkv6URisLGvcq+1GVuUn6MXAJjVuMvAR8FVgP/AQ4DdgFfDwiet5J3iK3S2ic7gSwE/jM4T6lHuf2fuAR4GngUDH7Bhr9SZUdu0Rey6nBccuJP/JjZtnxyHkzy44Ll5llx4XLzLLjwmVm2XHhMrPsuHCZWXZcuMwsO/8PLO8u5M9ydhwAAAAASUVORK5CYII=", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Top, Expected: top_2\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Trouser, Expected: trouser_0\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Trouser, Expected: trouser_1\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 2 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Predicted Trouser, Expected: trouser_2\n" - ] - } - ], - "source": [ - "basewidth = 28\n", - "for name, img in images.items():\n", - " test = convert_image(img, (basewidth, basewidth))\n", - " plt.imshow(test, cmap=plt.cm.binary)\n", - " plt.colorbar()\n", - " plt.show()\n", - " # We predict every single image one after another (there might be more efficient methods) \n", - " test = test.reshape(1, 28, 28, 1)\n", - " predictions = (model.predict(test) > 0.5).astype(\"int32\")\n", - " for prediction in predictions:\n", - " result, = np.where(prediction == np.amax(prediction))\n", - " print(f\"Predicted {class_names[result[0]]}, Expected: {name.split('.')[0]}\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Erstellen von Numpy-Arrays aus den geladenen Daten (dies könnte zur Vereinfachung auch früher geschehen)" - ] - }, - { - "cell_type": "code", - "execution_count": 217, - "metadata": {}, - "outputs": [], - "source": [ - "# Note: Could be transformed also earlier\n", - "colored_y = []\n", - "colored_x = []\n", - "for name, image in images.items():\n", - " for index in range(len(class_names)):\n", - " if class_names[index].lower().replace(\" \", \"_\") in name.lower():\n", - " colored_y.append(index)\n", - " colored_x.append(convert_image(image, (28, 28)))\n", - " continue\n", - " continue" - ] - }, - { - "cell_type": "code", - "execution_count": 218, - "metadata": {}, - "outputs": [], - "source": [ - "# Transform again\n", - "colored_y = np.array(to_categorical(colored_y, 10)).reshape(30, 10)\n", - "colored_x = np.array(colored_x).reshape(30, 28, 28, 1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Bewerten Sie unseren benutzerdefinierten Datensatz" - ] - }, - { - "cell_type": "code", - "execution_count": 219, - "metadata": {}, - "outputs": [], - "source": [ - "test_loss, test_accuracy = model.evaluate(colored_x, colored_y, verbose=0)" - ] - }, - { - "cell_type": "code", - "execution_count": 220, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Test loss: 1.99. Test accuracy: 73.33%\n" - ] - } - ], - "source": [ - "# Apply some nice formatting\n", - "print('Test loss: {0:.2f}. Test accuracy: {1:.2f}%'.format(test_loss, test_accuracy*100.))" - ] - }, - { - "cell_type": "code", - "execution_count": 221, - "metadata": {}, - "outputs": [], - "source": [ - "predicted_classes = (model.predict(colored_x) > 0.5).astype(\"int32\")" - ] - }, - { - "cell_type": "code", - "execution_count": 222, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " precision recall f1-score support\n", - "\n", - " Top 1.00 1.00 1.00 3\n", - " Trouser 1.00 1.00 1.00 3\n", - " Pullover 1.00 0.33 0.50 3\n", - " Dress 1.00 1.00 1.00 3\n", - " Coat 0.33 0.67 0.44 3\n", - " Sandal 1.00 0.67 0.80 3\n", - " Shirt 1.00 0.33 0.50 3\n", - " Sneaker 1.00 0.67 0.80 3\n", - " Bag 0.43 1.00 0.60 3\n", - " Ankle boot 1.00 0.33 0.50 3\n", - "\n", - " micro avg 0.72 0.70 0.71 30\n", - " macro avg 0.88 0.70 0.71 30\n", - "weighted avg 0.88 0.70 0.71 30\n", - " samples avg 0.70 0.70 0.70 30\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/anaconda3/envs/tensorflow_37/lib/python3.7/site-packages/sklearn/metrics/_classification.py:1245: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in samples with no predicted labels. Use `zero_division` parameter to control this behavior.\n", - " _warn_prf(average, modifier, msg_start, len(result))\n" - ] - } - ], - "source": [ - "print(classification_report(colored_y, predicted_classes, target_names=class_names))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Das Modell schneidet mit dem benutzerdefinierten Datensatz wesentlich schlechter ab als mit den eigentlichen Testdaten. \n", - "Dies hat mehrere Gründe und zeigt, wie schwierig es ist, mit \"echten\" Daten zu arbeiten. Obwohl die ausgewählten Bilder bereits in gewisser Weise vorverarbeitet wurden, indem nur Bilder ausgewählt wurden, bei denen der Artikel mit einem weißen Hintergrund dargestellt wird, das Bild quadratisch ist und das Produkt \"vorne\" gezeigt wird, gibt es immer noch eine Menge Dinge, die es dem Modell schwer machen, die richtige Kategorie vorherzusagen. Einige Probleme könnten sein:\n", - "- Das Bild sollte gespiegelt sein (z. B. linker Schuh/rechter Schuh im Bild)\n", - "- Der Hintergrund sollte komplett weiß sein (einige Bilder haben einen Schatten)\n", - "- Der Rahmen um den Artikel ist nicht bei allen Bildern gleich groß\n", - "- Drehungen können das Modell verwirren (z. B. ankle_boot_2)\n", - "\n", - "Es ist klar, dass diese Daten in keiner Weise repräsentativ sind." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Erweiterung 2\n", - "Versuchen Sie, die Ebenenausgabe bestimmter Ebenen zu visualisieren." - ] - }, - { - "cell_type": "code", - "execution_count": 119, - "metadata": {}, - "outputs": [], - "source": [ - "from tensorflow.keras import models" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Abrufen eines Beispielbildes aus den Trainingsdaten" - ] - }, - { - "cell_type": "code", - "execution_count": 182, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "test_im = x_train[789]\n", - "plt.imshow(test_im.reshape(28,28), cmap=plt.cm.binary, interpolation='none')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Wir iterieren über die Ausgabe der Schichten und zeigen die Ergebnisse für dieses spezifische Bild nach der ersten und der zweiten Faltungsschicht an " - ] - }, - { - "cell_type": "code", - "execution_count": 183, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<matplotlib.image.AxesImage at 0x7fcbe95c8690>" - ] - }, - "execution_count": 183, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 288x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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Z45KWm9liSS5pr6QHCugPQMFGc3dgm6ThJpQPPSZgON3d3an1d999N7W+evXq1Hp/f39qnXECxTp69GjVLRSCEYNAcIQAEBwhAARHCADBEQJAcIQAEBwhAATH5w600LXXXptanz17dq7td3V1Zb+oQseOHUutT548uaROirFmzZqqWygEZwJAcIQAEBwhAARHCADBEQJAcIQAEBwhAARnWXPlt3RnZg1J/9O0qEPSQGkNjB395dPO/bVzb1Lr+/szdx92fr9SQ+AHOzeru3utsgYy0F8+7dxfO/cmldsflwNAcIQAEFzVIbCu4v1nob982rm/du5NKrG/St8TAFC9qs8EAFSMEACCIwSA4AgBIDhCAAju/wB9VS8DOolLPwAAAABJRU5ErkJggg==", - "text/plain": [ - "<Figure size 288x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "layer_outputs = [layer.output for layer in model.layers[:8]]\n", - "activation_model = models.Model(model.input, layer_outputs)\n", - "activations = activation_model.predict(test_im.reshape(1,28,28,1))\n", - "first_layer_activation = activations[0]\n", - "plt.matshow(first_layer_activation[0, :, :, 4], cmap=plt.cm.binary)\n", - "second_layer_activation = activations[1]\n", - "plt.matshow(second_layer_activation[0, :, :, 4], cmap=plt.cm.binary)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Jetzt wollen wir jeden Filter für die Faltungsschichten und die Max-Pool-Schicht für das jeweilige Bild ausgeben" - ] - }, - { - "cell_type": "code", - "execution_count": 184, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1152x144 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 1152x144 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "<Figure size 1152x144 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "layer_names = []\n", - "for layer in model.layers[:-1]:\n", - " layer_names.append(layer.name) \n", - "images_per_row = 16\n", - "for layer_name, layer_activation in zip(layer_names, activations):\n", - " if layer_name.startswith('conv') or layer_name.startswith('max'):\n", - " n_features = layer_activation.shape[-1]\n", - " size = layer_activation.shape[1]\n", - " n_cols = n_features // images_per_row\n", - " display_grid = np.zeros((size * n_cols, images_per_row * size))\n", - " for col in range(n_cols):\n", - " for row in range(images_per_row):\n", - " channel_image = layer_activation[0,:, :, col * images_per_row + row]\n", - " channel_image -= channel_image.mean()\n", - " channel_image /= channel_image.std()\n", - " channel_image *= 64\n", - " channel_image += 128\n", - " channel_image = np.clip(channel_image, 0, 255).astype('uint8')\n", - " display_grid[col * size : (col + 1) * size,\n", - " row * size : (row + 1) * size] = channel_image\n", - " scale = 1. / size\n", - " plt.figure(figsize=(scale * display_grid.shape[1],\n", - " scale * display_grid.shape[0]))\n", - " plt.title(layer_name)\n", - " plt.grid(False)\n", - " plt.imshow(display_grid, aspect='auto', cmap=plt.cm.binary)" - ] - } - ], - "metadata": { - "category": "Warehouse", - "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": "3.12.3" - }, - "skipNotebookInDeployment": false, - "title": "Classification of clothing through images" - }, - "nbformat": 4, - "nbformat_minor": 4 -}