{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5OlZphfqBXcz"
      },
      "source": [
        "\n",
        "# Project Details: <br>\n",
        "### Name: Bird Classifier App<br>\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gUcuQoAGCXQ9"
      },
      "source": [
        "- #### Details:<br>\n",
        "<br>\n",
        "1. Step 1: We gather Data(Data collection Phase)<br>\n",
        "\n",
        "> i. We can use any Internet API like Bing Search or DuckDuckGo to search for our images<br>\n",
        "\n",
        "\n",
        "> We can use Kaggle Datasets to get the datasets directly<br>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MTuvZSHcAxuX",
        "outputId": "ea95b1ed-ac05-4653-8b03-feaad4cf22d4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m719.8/719.8 kB\u001b[0m \u001b[31m12.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.2/7.2 MB\u001b[0m \u001b[31m84.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m486.2/486.2 kB\u001b[0m \u001b[31m45.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m78.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m110.5/110.5 kB\u001b[0m \u001b[31m13.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m212.5/212.5 kB\u001b[0m \u001b[31m25.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.3/134.3 kB\u001b[0m \u001b[31m17.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m268.8/268.8 kB\u001b[0m \u001b[31m33.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m7.8/7.8 MB\u001b[0m \u001b[31m107.9 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.3/1.3 MB\u001b[0m \u001b[31m71.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.6/1.6 MB\u001b[0m \u001b[31m88.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h"
          ]
        }
      ],
      "source": [
        "!pip install fastbook --q"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Eo8QqnFTCdwj",
        "outputId": "d8f0dd6b-3431-4b36-8df6-bd953378cb43"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<function fastbook.search_images_ddg(term, max_images=200)>"
            ]
          },
          "metadata": {},
          "execution_count": 2
        }
      ],
      "source": [
        "import fastbook\n",
        "fastbook.search_images_ddg"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UWJZ07_jC-bn"
      },
      "source": [
        "Using DuckDuckGo Image Search API to collect data from the internet\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "lB89WHHYDVXu"
      },
      "outputs": [],
      "source": [
        "#??fastbook.search_images_ddg"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3YZRhssvC2qM",
        "outputId": "a0026da8-37f5-4548-dadd-f20ca45eb794"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(#200) ['https://images.squarespace-cdn.com/content/v1/55cbd3cde4b01a54c901d55b/1484771065088-E9GT04ETQ88LTVG1VYID/ke17ZwdGBToddI8pDm48kLkXF2pIyv_F2eUT9F60jBl7gQa3H78H3Y0txjaiv_0fDoOvxcdMmMKkDsyUqMSsMWxHk725yiiHCCLfrh8O1z4YTzHvnKhyp6Da-NYroOW3ZGjoBKy3azqku80C789l0iyqMbMesKd95J-X4EagrgU9L3Sa3U8cogeb0tjXbfawd0urKshkc5MgdBeJmALQKw/image-asset.jpeg','https://2.bp.blogspot.com/-tY2An_R5VN0/W4g58bq2zKI/AAAAAAAALvo/FCriRds7gMkoAzB2tiGCDQhoVhPwHPDCQCLcBGAs/s1600/pheasant.jpg','https://i.pinimg.com/originals/3d/e6/5e/3de65e679ed7a3eaf9d1de5ead42f334.jpg','https://images7.alphacoders.com/399/thumb-1920-399750.jpg','https://images.freeimages.com/images/large-previews/113/golden-pheasant-2-1144139.jpg','https://images6.alphacoders.com/399/399738.jpg','https://live.staticflickr.com/7390/9102005310_9dbe6925b2_b.jpg','https://www.beautyofbirds.com/images/birds/GoldenPheasant.jpg','https://i.pinimg.com/736x/61/55/75/615575e1f37451b8d91674eed0bee413--creature-feature-pheasant.jpg','https://i.pinimg.com/736x/89/db/80/89db801812599038134d6784b2a40174--pheasant-colorful-birds.jpg'...]"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ],
      "source": [
        "## Running an example run if we can download the needed image using the function:\n",
        "\n",
        "\n",
        "results = fastbook.search_images_ddg(\"GOLDEN PHEASANT\")\n",
        "len(results)\n",
        "results"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Vz6O69eCEEye"
      },
      "outputs": [],
      "source": [
        "from fastdownload import download_url\n",
        "from fastcore.all import *\n",
        "from fastai.vision.all import *"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 533
        },
        "id": "RlafPA0-DvAD",
        "outputId": "fee40f73-58dc-4b6a-f8d6-79323a1bad84"
      },
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              "    /* Turns off some styling */\n",
              "    progress {\n",
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              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
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\n"
          },
          "metadata": {},
          "execution_count": 6
        }
      ],
      "source": [
        "#Checking the images recorded by the function:\n",
        "\n",
        "image = ['https://live.staticflickr.com/1239/1472264362_5ac71e48f5_b.jpg','https://i.redd.it/hlt3sb7h6qh21.jpg']\n",
        "\n",
        "#Setting the destination path:\n",
        "dest = 'bird_img/golden_pheasant.jpg'\n",
        "\n",
        "#Downloading the image:\n",
        "download_url(image[0], dest)\n",
        "\n",
        "#Displaying the image:\n",
        "ex_im = Image.open(dest)\n",
        "ex_im.to_thumb(128,128)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bn7sfNp_F45b"
      },
      "source": [
        "\n",
        "The function has downloaded appropriate image, we can move further to create our dataset of different types of birds:\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "N4PvP4zIGhbQ"
      },
      "source": [
        "**Collecting Images for Different Species of Birds:**<br>\n",
        "\n",
        "\n",
        "> Specifying over **200 classes of Birds**\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "['FRIGATE', 'GLOSSY IBIS', 'GOLDEN PHEASANT', 'AMERICAN PIPIT',\n",
        "                'BLACK-CAPPED CHICKADEE', 'RED THROATED BEE EATER', 'EASTERN TOWEE',\n",
        "                'ARARIPE MANAKIN', 'GRAY PARTRIDGE', 'ROCK DOVE', 'RING-BILLED GULL', 'BLACKBURNIAM WARBLER',\n",
        "                'RUFOUS KINGFISHER', 'ELLIOTS  PHEASANT', 'HYACINTH MACAW', 'BOBOLINK', 'AMERICAN BITTERN', 'GOULDIAN FINCH',\n",
        "                'ALBATROSS', 'GREY PLOVER', 'CAPE MAY WARBLER', 'RUBY THROATED HUMMINGBIRD', 'FLAME TANAGER', 'BLACK-THROATED SPARROW',\n",
        "                'ANHINGA', 'CRESTED AUKLET', 'D-ARNAUDS BARBET', 'OSPREY', 'NORTHERN CARDINAL', 'MASKED BOOBY', 'INDIGO BUNTING', 'PURPLE SWAMPHEN',\n",
        "                'CINNAMON TEAL', 'QUETZAL', 'LILAC ROLLER', 'GOLD WING WARBLER', 'CASSOWARY', 'BROWN THRASHER', 'AFRICAN FIREFINCH', 'OCELLATED TURKEY',\n",
        "                'CROWNED PIGEON', 'RED HEADED DUCK', 'KING VULTURE', 'BANANAQUIT', 'OSTRICH', 'ROBIN', 'AMERICAN KESTREL', 'BARN OWL', 'BALD EAGLE', 'RED FACED WARBLER',\n",
        "                'RUFUOS MOTMOT', 'EVENING GROSBEAK', 'MALEO', 'CARMINE BEE-EATER', 'COMMON STARLING', 'PEACOCK', 'ROADRUNNER', 'AMERICAN COOT', 'ANTBIRD', 'AMERICAN GOLDFINCH',\n",
        "                'VIOLET GREEN SWALLOW', 'YELLOW HEADED BLACKBIRD', 'PINK ROBIN', 'CASPIAN TERN', 'ANNAS HUMMINGBIRD', 'CUBAN TODY', 'NORTHERN PARULA',\n",
        "                'STRAWBERRY FINCH', 'COCK OF THE  ROCK', 'BLACK THROATED WARBLER', 'JAVAN MAGPIE', 'NICOBAR PIGEON', 'SPLENDID WREN', 'BLACK-NECKED GREBE', 'CACTUS WREN',\n",
        "                'BLACK VULTURE', 'LONG-EARED OWL', 'VENEZUELIAN TROUPIAL', 'WATTLED CURASSOW', 'NORTHERN GANNET', 'SNOWY EGRET', 'MALACHITE KINGFISHER', 'LARK BUNTING',\n",
        "                'EURASIAN MAGPIE', 'NORTHERN RED BISHOP', 'TEAL DUCK', 'ELEGANT TROGON', 'TIT MOUSE', 'AMERICAN REDSTART', 'TOUCHAN', 'CANARY', 'CAPUCHINBIRD',\n",
        "                'NORTHERN MOCKINGBIRD', 'PUFFIN', 'TRUMPTER SWAN', 'WILSONS BIRD OF PARADISE', 'HOUSE SPARROW', 'CRESTED CARACARA', 'AMERICAN AVOCET', 'CURL CRESTED ARACURI',\n",
        "                'EASTERN BLUEBIRD', 'NORTHERN FLICKER', 'DOWNY WOODPECKER', 'STEAMER DUCK', 'CALIFORNIA QUAIL', 'DARK EYED JUNCO', 'SNOWY OWL', 'RAZORBILL', 'PELICAN',\n",
        "                'HOODED MERGANSER', 'COUCHS KINGBIRD', 'RED WISKERED BULBUL', 'MYNA', 'MARABOU STORK', 'RING-NECKED PHEASANT', 'CHIPPING SPARROW', 'SHOEBILL', 'GILDED FLICKER',\n",
        "                'CROW', 'EMPEROR PENGUIN', 'BEARDED BARBET', 'IMPERIAL SHAQ', 'WOOD DUCK', 'TAIWAN MAGPIE', 'BLACK SKIMMER', 'STORK BILLED KINGFISHER', 'NORTHERN JACANA',\n",
        "                'MANDRIN DUCK', 'MALLARD DUCK', 'VARIED THRUSH', 'BROWN NOODY', 'TREE SWALLOW', 'ALEXANDRINE PARAKEET', 'MOURNING DOVE', 'SCARLET IBIS', 'TURKEY VULTURE',\n",
        "                'PEREGRINE FALCON', 'SORA', 'EASTERN ROSELLA', 'WHITE TAILED TROPIC', 'KILLDEAR', 'GREEN JAY', 'BELTED KINGFISHER', 'GOLDEN CHEEKED WARBLER', 'SPANGLED COTINGA',\n",
        "                'CHARA DE COLLAR', 'CALIFORNIA GULL', 'HORNBILL', 'RED HONEY CREEPER', 'EASTERN MEADOWLARK', 'PARADISE TANAGER', 'COMMON HOUSE MARTIN', 'HAWAIIAN GOOSE',\n",
        "                'TURQUOISE MOTMOT', 'PAINTED BUNTIG', 'HOUSE FINCH', 'INCA TERN', 'COMMON LOON', 'TOWNSENDS WARBLER', 'BAR-TAILED GODWIT', 'SAND MARTIN', 'PURPLE GALLINULE',\n",
        "                'WHITE NECKED RAVEN', 'RED HEADED WOODPECKER', 'BLACK SWAN', 'ROUGH LEG BUZZARD', 'HOOPOES', 'GRAY CATBIRD', 'WILD TURKEY', 'NORTHERN GOSHAWK', 'BARN SWALLOW',\n",
        "                'BALTIMORE ORIOLE', 'CALIFORNIA CONDOR', 'BLUE HERON', 'BLUE GROUSE', 'RAINBOW LORIKEET', 'MIKADO  PHEASANT', 'PURPLE MARTIN', 'WHITE CHEEKED TURACO',\n",
        "                'RED FACED CORMORANT', 'RED WINGED BLACKBIRD', 'COMMON GRACKLE', 'COCKATOO', 'COMMON POORWILL', 'JABIRU', 'SPOONBILL', 'BLACK FRANCOLIN', 'GUINEAFOWL',\n",
        "                'BAY-BREASTED WARBLER', 'FLAMINGO', 'VERMILION FLYCATHER', 'GILA WOODPECKER', 'SCARLET MACAW', 'GOLDEN CHLOROPHONIA', 'EMU', 'ROSY FACED LOVEBIRD',\n",
        "                'GOLDEN EAGLE', 'BIRD OF PARADISE', 'PARUS MAJOR', 'PURPLE FINCH']"
      ],
      "metadata": {
        "id": "BDTgAz-2LBIZ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Picking 20 random species, due to hardware limits:**"
      ],
      "metadata": {
        "id": "IMyr9dsbLYbT"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "8BwGsmNtE5wI"
      },
      "outputs": [],
      "source": [
        "#Specifying the classes of images we want to find:\n",
        "bird_species = [\n",
        "    'EASTERN TOWEE',\n",
        "    'RING-BILLED GULL',\n",
        "    'LILAC ROLLER',\n",
        "    'CACTUS WREN',\n",
        "    'MALACHITE KINGFISHER',\n",
        "    'EURASIAN MAGPIE',\n",
        "    'TRUMPTER SWAN',\n",
        "    'HOODED MERGANSER',\n",
        "    'RAZORBILL',\n",
        "    'TREE SWALLOW',\n",
        "    'MOURNING DOVE',\n",
        "    'TURKEY VULTURE',\n",
        "    'PEREGRINE FALCON',\n",
        "    'BAR-TAILED GODWIT',\n",
        "    'BLACK SWAN',\n",
        "    'BALTIMORE ORIOLE',\n",
        "    'BLUE HERON',\n",
        "    'MIKADO PHEASANT',\n",
        "    'WHITE CHEEKED TURACO',\n",
        "    'GOLDEN CHLOROPHONIA'\n",
        "]\n",
        "\n",
        "\n",
        "\n",
        "#Declaring a Path object:\n",
        "path = Path('Bird_img')\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "z-vApCZeHocG"
      },
      "outputs": [],
      "source": [
        "#??download_images"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_HTpHrBxGYSq",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 339
        },
        "outputId": "d5f3f9d2-a958-44f0-ff0a-2abe23a1ff8c"
      },
      "outputs": [
        {
          "output_type": "error",
          "ename": "KeyError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-17-04101234db32>\u001b[0m in \u001b[0;36m<cell line: 7>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      8\u001b[0m   \u001b[0mdest\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m   \u001b[0mdest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmkdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mexist_ok\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m   \u001b[0mresults\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfastbook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msearch_images_ddg\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'{s} bird images'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     11\u001b[0m   \u001b[0mdownload_images\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdest\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0murls\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mresults\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/fastbook/__init__.py\u001b[0m in \u001b[0;36msearch_images_ddg\u001b[0;34m(term, max_images)\u001b[0m\n\u001b[1;32m     67\u001b[0m             \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mjson\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     68\u001b[0m             \u001b[0murls\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mL\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'results'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitemgot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'image'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 69\u001b[0;31m             \u001b[0mrequestUrl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0murl\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'next'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     70\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mURLError\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mHTTPError\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;32mpass\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     71\u001b[0m         \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mKeyError\u001b[0m: 'next'"
          ]
        }
      ],
      "source": [
        "#if path does not exist, this code makes the path directory:\n",
        "\n",
        "if not path.exists():\n",
        "  path.mkdir()\n",
        "\n",
        "\n",
        "for s in bird_species:\n",
        "  dest = (path/s)\n",
        "  dest.mkdir(exist_ok=True)\n",
        "  results = fastbook.search_images_ddg(f'{s} bird images')\n",
        "  download_images(dest, urls=results)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "rX7sICzgHwbe",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7867364a-32cc-42fc-91e6-d1d4a09b9218"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[Path('Bird_img/EASTERN TOWEE/5c22050c-c2bf-4b94-a86e-6a01821aefce.jpg'), Path('Bird_img/EASTERN TOWEE/f6fbccb9-2e17-44b0-9305-15a7ab7bd495.jpg'), Path('Bird_img/EASTERN TOWEE/176cda9d-02b0-4508-97c3-4ffcf950651d.jpg'), Path('Bird_img/EASTERN TOWEE/a3d1c751-673e-42dd-a15a-4aefcd27d1cd.jpeg'), Path('Bird_img/EASTERN TOWEE/3e80a58e-54de-492b-afda-96c9b094270d.jpg'), Path('Bird_img/EASTERN TOWEE/4ab123d0-9e5c-4481-8b20-1386da07039e.jpg'), Path('Bird_img/EASTERN TOWEE/de38bb96-29d8-4a65-84e4-30ba148ad749.jpg'), Path('Bird_img/EASTERN TOWEE/67681d0a-2659-4f78-9429-8a2aa657c7be.jpg'), Path('Bird_img/EASTERN TOWEE/7fdd9271-b54d-4536-b5a4-fd63f5539207.jpg'), Path('Bird_img/EASTERN TOWEE/75909a4e-9658-40fc-893a-135729a51844.jpg'), Path('Bird_img/EASTERN TOWEE/4f1b8f1f-9d71-479f-af02-679cb1792d43.jpg'), Path('Bird_img/EASTERN TOWEE/03bb4489-2ff4-489d-95da-799f68b6b462.jpg'), Path('Bird_img/EASTERN TOWEE/e5ea38e1-11b7-4430-a04a-9b34eb5f85e1.jpg'), Path('Bird_img/EASTERN 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            "2783\n"
          ]
        }
      ],
      "source": [
        "fns = get_image_files(path)\n",
        "print(fns)\n",
        "print(len(fns))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "x4PT4UizJPq_"
      },
      "source": [
        "- Verifying the images we download, and unlinking the failed/corrupted downloads\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "UiFnq3qsJJY8"
      },
      "outputs": [],
      "source": [
        "failed_ims = verify_images(fns)\n",
        "print(failed_ims)\n",
        "print(len(failed_ims))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "5EOTO4rrJhih"
      },
      "outputs": [],
      "source": [
        "##Unlinking the failed downloads:\n",
        "\n",
        "failed_ims.map(Path.unlink);"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sz8pXS-IKqD9"
      },
      "source": [
        "## Step 2: Loading the data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "7a3wdiY7K5sC"
      },
      "outputs": [],
      "source": [
        "#??DataBlock <- uncomment for more information."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "U5_QlHzlJsdu"
      },
      "outputs": [],
      "source": [
        "#containerizing our data using FastAI's DataBlock function\n",
        "\n",
        "birds = DataBlock(\n",
        "    blocks = (ImageBlock(cls = PILImage), CategoryBlock),\n",
        "    get_items = get_image_files,\n",
        "    splitter = RandomSplitter(valid_pct = 0.2, seed=40),\n",
        "    get_y = parent_label,\n",
        "    item_tfms = Resize(128)\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "BSAmxsdBMW_8"
      },
      "outputs": [],
      "source": [
        "#Creating a dataloader, which will supply the processing units with batches of data during training:\n",
        "\n",
        "dls = birds.dataloaders(path)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "cecXtkTbPH3V"
      },
      "outputs": [],
      "source": [
        "dls.valid.show_batch(max_n = 5, nrows = 1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YarbfAzhQpao"
      },
      "source": [
        "- Augmenting the collected data:"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b_NfVcZzQxHn"
      },
      "source": [
        "**1. Resizing by Squishing the images**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "sbZnAOtJPxLw"
      },
      "outputs": [],
      "source": [
        "birds = birds.new(item_tfms = Resize(128, ResizeMethod.Squish))\n",
        "dls = birds.dataloaders(path)\n",
        "dls.valid.show_batch(max_n = 5, nrows = 1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CGS3CQ7CST0y"
      },
      "source": [
        "**2. Resizing by padding images**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ygIXkqQRRq5o"
      },
      "outputs": [],
      "source": [
        "birds = birds.new(item_tfms = Resize(128, ResizeMethod.Pad, pad_mode = 'zeros'))\n",
        "dls = birds.dataloaders(path)\n",
        "dls.valid.show_batch(max_n = 5, nrows=1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YxwAI0ekTfEA"
      },
      "source": [
        "*Insights:*<br>\n",
        "\n",
        "> Most of the stretching, squishing and padding is a bit problematic as we might end up loosing critical information from the image, the neural networks do not know what crucial info an image contains by default so we have to make sure it learns all the important stuff about the image.\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "L1XUyFaiUh6W"
      },
      "source": [
        "**3. Resizing using RandomResize methods:**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Weor6UajTInp"
      },
      "outputs": [],
      "source": [
        "birds = birds.new(item_tfms = RandomResizedCrop(128, min_scale = 0.3))\n",
        "dls = birds.dataloaders(path)\n",
        "dls.train.show_batch(max_n = 8, nrows = 2 , unique=True,figsize=(20,10))"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hnlkWGSYViDd"
      },
      "source": [
        "**4. Data Augmentation:**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "VLm-KAQmU87i"
      },
      "outputs": [],
      "source": [
        "birds = birds.new(item_tfms = Resize(128), batch_tfms = aug_transforms(mult=2))\n",
        "dls = birds.dataloaders(path)\n",
        "dls.train.show_batch(max_n = 8, nrows=2)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QHvHoonvW38k"
      },
      "source": [
        "## 3. Training the model, and Cleaning Data:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Hew277W4V5OC"
      },
      "outputs": [],
      "source": [
        "birds = birds.new(\n",
        "    item_tfms = RandomResizedCrop(224, min_scale = 0.40),\n",
        "    batch_tfms = aug_transforms()\n",
        ")\n",
        "\n",
        "dls = birds.dataloaders(path)\n",
        "\n",
        "dls.train.show_batch(max_n = 5, nrows = 1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1YSps5HBPSuG"
      },
      "source": [
        "- Creating our Model and Training it for 10 Epochs:\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "2Q6aLicjXaz9"
      },
      "outputs": [],
      "source": [
        "learn = vision_learner(dls, resnet50, metrics = error_rate)\n",
        "\n",
        "learn.fine_tune(5)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0hiq1Y34QlUw"
      },
      "source": [
        "**Insights:**<br>\n",
        "\n",
        "> Our model might Learn inaccurately at the moment, since the data is not cleaned properly,<br>\n",
        "\n",
        "\n",
        "> plotting a confusion matrix to see where all our model has made mistakes.\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "SjluHuejP3Oc"
      },
      "outputs": [],
      "source": [
        "## Plotting a confusion Matrix\n",
        "interpret = ClassificationInterpretation.from_learner(learn)\n",
        "interpret.plot_confusion_matrix(figsize = (20,10))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PzxfGk50RFjs"
      },
      "outputs": [],
      "source": [
        "## Plotting the top losses occured while training\n",
        "\n",
        "interpret.plot_top_losses(8, nrows=2, figsize = (20, 20))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "dmB5KJcCYY3n"
      },
      "outputs": [],
      "source": [
        "from fastai.vision.widgets import ImageClassifierCleaner"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "n15u2YhaXN_O"
      },
      "outputs": [],
      "source": [
        "cleaner = ImageClassifierCleaner(learn)\n",
        "cleaner"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ca2QEBMSYGEA"
      },
      "outputs": [],
      "source": [
        "## Deleting/Modifying the wrong images:\n",
        "\n",
        "for idx in cleaner.delete():\n",
        "  cleaner.fns[idx].unlink()\n",
        "\n",
        "for idx,cat in cleaner.change():\n",
        "  shutil.move(cleaner.fns[idx], path/cat)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "iBfvSuvWb1j9"
      },
      "outputs": [],
      "source": [
        "learn.export(\"model.pkl\")"
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "7k1HIRS07dk0"
      },
      "execution_count": null,
      "outputs": []
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}