{
  "id": 171778,
  "title": "Progressive Sprinkles Augmentation GPU/TPU",
  "url": "/competitions/siim-isic-melanoma-classification/discussion/171778",
  "author_name": "",
  "post_date": "2020-08-02T12:34:47.311687900Z",
  "votes": 9,
  "comment_count": 2,
  "views": 0,
  "content": "<p>Just shared a notebook showing how to use progressive sprinkles augmentation - \nNO FOR LOOPS!\n- <a href=\"https://www.kaggle.com/benboren/tfrecord-progressive-sprinkles\">Notebook link </a>\n- Read about Progressive Sprinkles in this <a href=\"https://medium.com/@lessw/progressive-sprinkles-a-new-data-augmentation-for-cnns-and-helps-achieve-new-98-nih-malaria-6056965f671a\">Medium article</a>.</p>\n\n<p>enjoy!</p>",
  "messages": [
    {
      "id": "955195",
      "postDate": "08/02/2020 12:34:47",
      "content": "<p>Just shared a notebook showing how to use progressive sprinkles augmentation - \nNO FOR LOOPS!\n- <a href=\"https://www.kaggle.com/benboren/tfrecord-progressive-sprinkles\">Notebook link </a>\n- Read about Progressive Sprinkles in this <a href=\"https://medium.com/@lessw/progressive-sprinkles-a-new-data-augmentation-for-cnns-and-helps-achieve-new-98-nih-malaria-6056965f671a\">Medium article</a>.</p>\n\n<p>enjoy!</p>",
      "rawMarkdown": "Just shared a notebook showing how to use progressive sprinkles augmentation - \nNO FOR LOOPS!\n- [Notebook link ](https://www.kaggle.com/benboren/tfrecord-progressive-sprinkles)\n- Read about Progressive Sprinkles in this [Medium article](https://medium.com/@lessw/progressive-sprinkles-a-new-data-augmentation-for-cnns-and-helps-achieve-new-98-nih-malaria-6056965f671a).\n\nenjoy!",
      "votes": null
    },
    {
      "id": "955305",
      "postDate": "08/02/2020 14:37:25",
      "content": "<p>Thanks for this! It seems this is a much more general version of the <a href=\"https://www.kaggle.com/c/siim-isic-melanoma-classification/discussion\">coarse dropout notebook</a>.</p>\n\n<p>I'll definitely play around with this</p>",
      "rawMarkdown": "Thanks for this! It seems this is a much more general version of the [coarse dropout notebook](https://www.kaggle.com/c/siim-isic-melanoma-classification/discussion).\n\nI'll definitely play around with this",
      "votes": null
    },
    {
      "id": "955471",
      "postDate": "08/02/2020 16:44:14",
      "content": "<p>You welcome!\nShare us the results :)</p>",
      "rawMarkdown": "You welcome!\nShare us the results :)",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 955305,
      "author_name": "stephanovich",
      "author_url": "",
      "post_date": "08/02/2020 14:37:25",
      "content": "<p>Thanks for this! It seems this is a much more general version of the <a href=\"https://www.kaggle.com/c/siim-isic-melanoma-classification/discussion\">coarse dropout notebook</a>.</p>\n\n<p>I'll definitely play around with this</p>",
      "votes": null,
      "replies": [
        {
          "id": 955471,
          "author_name": "benboren",
          "author_url": "",
          "post_date": "08/02/2020 16:44:14",
          "content": "<p>You welcome!\nShare us the results :)</p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "955195": "Just shared a notebook showing how to use progressive sprinkles augmentation - \nNO FOR LOOPS!\n- [Notebook link ](https://www.kaggle.com/benboren/tfrecord-progressive-sprinkles)\n- Read about Progressive Sprinkles in this [Medium article](https://medium.com/@lessw/progressive-sprinkles-a-new-data-augmentation-for-cnns-and-helps-achieve-new-98-nih-malaria-6056965f671a).\n\nenjoy!",
    "955305": "Thanks for this! It seems this is a much more general version of the [coarse dropout notebook](https://www.kaggle.com/c/siim-isic-melanoma-classification/discussion).\n\nI'll definitely play around with this",
    "955471": "You welcome!\nShare us the results :)"
  },
  "source": "meta"
}