L_LayerNeuralNetwork - Kopya.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c3a0833b",
   "metadata": {},
   "source": [
    "# L-layer Neural Network"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "caf2c900",
   "metadata": {},
   "source": [
    "## <span style= 'background:yellow'>1.  Packages</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5f0ae914",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "import h5py\n",
    "import scipy\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from scipy import ndimage\n",
    "from dnn_app_utils_v3 import *\n",
    "\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (5.0, 4.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "np.random.seed(1) #  is used to keep all the random function calls consistent. It helps grade your work."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8c09270",
   "metadata": {},
   "source": [
    "***\n",
    "***\n",
    "\n",
    "## <span style= 'background:yellow'>2.  Load and Process the Dataset</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1b721041",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Constants Defining The Model ###\n",
    "\n",
    "layers_dims = [12288, 20, 7, 5, 1]   #  4-layer model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "23edac45",
   "metadata": {},
   "outputs": [],
   "source": [
    "train_x_orig, train_y, test_x_orig, test_y, classes = load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bca813fe",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of training examples: 209\n",
      "Number of testing examples: 50\n",
      "Each image is of size: (64, 64, 3)\n",
      "train_x_orig shape: (209, 64, 64, 3)\n",
      "train_y shape: (1, 209)\n",
      "test_x_orig shape: (50, 64, 64, 3)\n",
      "test_y shape: (1, 50)\n"
     ]
    }
   ],
   "source": [
    "# Explore dataset \n",
    "m_train = train_x_orig.shape[0]\n",
    "num_px = train_x_orig.shape[1]\n",
    "m_test = test_x_orig.shape[0]\n",
    "\n",
    "\n",
    "print (\"Number of training examples: \" + str(m_train))\n",
    "print (\"Number of testing examples: \" + str(m_test))\n",
    "print (\"Each image is of size: (\" + str(num_px) + \", \" + str(num_px) + \", 3)\")\n",
    "print (\"train_x_orig shape: \" + str(train_x_orig.shape))\n",
    "print (\"train_y shape: \" + str(train_y.shape))\n",
    "print (\"test_x_orig shape: \" + str(test_x_orig.shape))\n",
    "print (\"test_y shape: \" + str(test_y.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "14c318b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_x's sahape: (12288, 209)\n",
      "test_x's shape: (12288, 50)\n"
     ]
    }
   ],
   "source": [
    "# Reshape the training and test examples\n",
    "train_x_flatten = train_x_orig.reshape(train_x_orig.shape[0], -1).T   # The \"-1\" makes reshape flatten the remaining dimensions\n",
    "test_x_flatten = test_x_orig.reshape(test_x_orig.shape[0], -1).T\n",
    "\n",
    "\n",
    "# Standardize data to have feature values between 0 and 1.\n",
    "train_x = train_x_flatten / 255.\n",
    "test_x = test_x_flatten / 255.\n",
    "\n",
    "\n",
    "print(\"train_x's sahape: \" + str(train_x.shape))\n",
    "print(\"test_x's shape: \" + str(test_x.shape))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "729866d8",
   "metadata": {},
   "source": [
    "***\n",
    "***\n",
    "\n",
    "## <span style = 'background:yellow'>3. Train The Model</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "36ace252",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cost after iteration 0: 0.7717493284237686\n",
      "Cost after iteration 100: 0.6720534400822914\n",
      "Cost after iteration 200: 0.6482632048575212\n",
      "Cost after iteration 300: 0.6115068816101354\n",
      "Cost after iteration 400: 0.5670473268366111\n",
      "Cost after iteration 500: 0.5401376634547801\n",
      "Cost after iteration 600: 0.5279299569455267\n",
      "Cost after iteration 700: 0.46547737717668514\n",
      "Cost after iteration 800: 0.369125852495928\n",
      "Cost after iteration 900: 0.39174697434805344\n",
      "Cost after iteration 1000: 0.3151869888600617\n",
      "Cost after iteration 1100: 0.27269984417893844\n",
      "Cost after iteration 1200: 0.23741853400268137\n",
      "Cost after iteration 1300: 0.19960120532208644\n",
      "Cost after iteration 1400: 0.18926300388463305\n",
      "Cost after iteration 1500: 0.1611885466582775\n",
      "Cost after iteration 1600: 0.14821389662363316\n",
      "Cost after iteration 1700: 0.1377748781297294\n",
      "Cost after iteration 1800: 0.1297401754919012\n",
      "Cost after iteration 1900: 0.12122535068005212\n",
      "Cost after iteration 2000: 0.1138206066863371\n",
      "Cost after iteration 2100: 0.10783928526254132\n",
      "Cost after iteration 2200: 0.10285466069352679\n",
      "Cost after iteration 2300: 0.10089745445261787\n",
      "Cost after iteration 2400: 0.09287821526472395\n",
      "Cost after iteration 2499: 0.08843994344170202\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "parameters, costs = L_layer_model(train_x, train_y, layers_dims, learning_rate=0.0075, num_iterations=2500, print_cost=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b662485",
   "metadata": {},
   "source": [
    "***\n",
    "***\n",
    "\n",
    "## <span style= 'background:yellow'>4. Predictions</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c5fa076e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.9856459330143539\n"
     ]
    }
   ],
   "source": [
    "predictions_train = predict(train_x, train_y, parameters)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "ec44c32c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.8\n"
     ]
    }
   ],
   "source": [
    "predictions_test = predict(test_x, test_y, parameters)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3dc03a0e",
   "metadata": {},
   "source": [
    "***\n",
    "***\n",
    "\n",
    "## <span style= 'background:yellow'>5. Resault Analysis</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9084ec93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2880x2880 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print_mislabeled_images(classes, test_x, test_y, predictions_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da0429ee",
   "metadata": {},
   "source": [
    "***\n",
    "***\n",
    "\n",
    "## <span style= 'background:yellow'>6. Test</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ace15ff8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 1.0\n",
      "y = 1.0, your L-layer model predicts a \"cat\" picture.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "my_image = \"my_image.jpg\"    # change this to the name of your image file\n",
    "my_label_y = [1]             # the true class of your image (1 -> cat, 0 -> non-cat)\n",
    "\n",
    "fname = \"images/\" + my_image\n",
    "image = np.array(Image.open(fname).resize((num_px, num_px)))\n",
    "plt.imshow(image)\n",
    "image = image / 255.\n",
    "image = image.reshape((1, num_px * num_px * 3)).T\n",
    "\n",
    "my_predicted_image = predict(image, my_label_y, parameters)\n",
    "\n",
    "print(\"y = \" + str(np.squeeze(my_predicted_image)) + \", your L-layer model predicts a \\\"\" + classes[int(np.squeeze(my_predicted_image)),].decode(\"utf-8\") + \"\\\" picture.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "db65ffec",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}