{
  "fetched_at": "2026-10-19T07:17:30Z",
  "source_url": "https://www.kaggle.com/competitions/applications-of-deep-learning-wustlspring-2023/data",
  "pages": [
    {
      "name": "data-description",
      "content": "You are provided with image files that contain each scene the train.csv file contains a link to each filename and the count of people. \n\n## Files\n\n*   **train.csv** - the training set\n*   **test.csv** - the test set\n*   **sample_submission.csv** - a sample submission file in the correct format\n\n",
      "isPublished": false,
      "hasIsPublished": false,
      "postTitle": "",
      "hasPostTitle": false,
      "mimeType": "",
      "hasMimeType": false
    },
    {
      "name": "Description",
      "content": "Counting things in computer images is an important computer vision task. Counting cars can indicate how full a parking lot is or how congested a freeway is.\n\nIn this Kaggle you must count the number of people both on the street and on the beach for a section of Route-A1A in Ft. Lauderdale, FL. You are provided with images similar to this one, that contain a number of people.  Some images may contain no people and images will not generally contain more than 40 people.\n\n![Dark Scene](https://data.heatonresearch.com/kaggle/images/beach_254.jpg)\n\nImages will be at varying brightness levels.\n\n![Dark Scene](https://data.heatonresearch.com/kaggle/images/beach_238.jpg)\n\nSome images will have considerably more people.\n\n![Dark Scene](https://data.heatonresearch.com/kaggle/images/beach_239.jpg)\n",
      "isPublished": false,
      "hasIsPublished": false,
      "postTitle": "",
      "hasPostTitle": false,
      "mimeType": "",
      "hasMimeType": false
    },
    {
      "name": "Evaluation",
      "content": "The measure used to calculate accuracy is the RMSE between your predicted number of people and the actual number of people. The solution file should contain the ID and count of each of your predictions.",
      "isPublished": false,
      "hasIsPublished": false,
      "postTitle": "",
      "hasPostTitle": false,
      "mimeType": "",
      "hasMimeType": false
    },
    {
      "name": "rules",
      "content": "This is a page where you can include rules that participants must accept before joining, teams may have up to 5 people. You may wish to include rules like:\n\n - Don't cheat!\n - Apply yourself!\n - Have fun!",
      "isPublished": false,
      "hasIsPublished": false,
      "postTitle": "",
      "hasPostTitle": false,
      "mimeType": "",
      "hasMimeType": false
    }
  ]
}