Adding a test image and a notebook of how to use the Model

using_model.ipynb

@@ -0,0 +1,190 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Importing Needed Libraries"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Get Trained Model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\Larissa Santana\\Desktop\\TraditionalClothingClassifier\\traditional_clothing_classifier.h5\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os \n",
+    "import tensorflow as tf\n",
+    "\n",
+    "__file__ = os.getcwd()\n",
+    "base_path = os.path.dirname(__file__)\n",
+    "base = os.path.join(base_path, 'TraditionalClothingClassifier')\n",
+    "file_name = \"traditional_clothing_classifier.h5\"\n",
+    "\n",
+    "model_path = os.path.join(base, file_name)\n",
+    "print(model_path)\n",
+    "\n",
+    "model = tf.keras.models.load_model(model_path)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Use Model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_predicted_label(prediction, label_names=['German', 'Indian', 'Japanese', 'Spanish']):\n",
+    "    # Get the index of the class with the highest probability\n",
+    "    predicted_index = np.argmax(prediction)\n",
+    "    \n",
+    "    # Get the label name corresponding to the predicted index\n",
+    "    predicted_label = label_names[predicted_index]\n",
+    "    \n",
+    "    print(f'The predicted label is: {predicted_label}')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\Larissa Santana\\Desktop\\TraditionalClothingClassifier\\images\\german.jpg\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os \n",
+    "\n",
+    "__file__ = os.getcwd()\n",
+    "base_path = os.path.dirname(__file__)\n",
+    "base = os.path.join(base_path, 'TraditionalClothingClassifier', 'images')\n",
+    "file_name = \"german.jpg\"\n",
+    "\n",
+    "image_path = os.path.join(base, file_name)\n",
+    "print(image_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/jpeg": 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",
+      "text/plain": [
+       "<IPython.core.display.Image object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from IPython.display import Image, display\n",
+    "\n",
+    "def print_image(image_path):\n",
+    "    display(Image(filename=image_path))\n",
+    "\n",
+    "print_image(image_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1/1 [==============================] - 1s 554ms/step\n",
+      "[[9.9995410e-01 1.7735664e-07 4.3310214e-05 2.5067520e-06]]\n"
+     ]
+    }
+   ],
+   "source": [
+    "from tensorflow.keras.preprocessing.image import load_img, img_to_array\n",
+    "\n",
+    "img = load_img(image_path, target_size=(28, 28))\n",
+    "img_array = img_to_array(img)\n",
+    "img_array = np.expand_dims(img_array, axis=0)\n",
+    "prediction = model.predict(img_array)\n",
+    "print(prediction)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The predicted label is: German\n"
+     ]
+    }
+   ],
+   "source": [
+    "get_predicted_label(prediction)"
+   ]
+  }
+ ],
+ "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": "3.9.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}