{
  "id": 205072,
  "title": "How image auguments in the competition?",
  "url": "/competitions/cassava-leaf-disease-classification/discussion/205072",
  "author_name": "",
  "post_date": "2020-12-18T10:14:05.350183300Z",
  "votes": 1,
  "comment_count": 1,
  "views": 0,
  "content": "<p>Hi,what image auguments do you use?I use RandomResizedCrop,Transpose,HorizontalFlip,VerticalFlip,ShiftScaleRotate and so on.Anyone have better advice?</p>",
  "messages": [
    {
      "id": "1117664",
      "postDate": "12/18/2020 10:14:05",
      "content": "<p>Hi,what image auguments do you use?I use RandomResizedCrop,Transpose,HorizontalFlip,VerticalFlip,ShiftScaleRotate and so on.Anyone have better advice?</p>",
      "rawMarkdown": "Hi,what image auguments do you use?I use RandomResizedCrop,Transpose,HorizontalFlip,VerticalFlip,ShiftScaleRotate and so on.Anyone have better advice?",
      "votes": null
    },
    {
      "id": "1120718",
      "postDate": "12/21/2020 04:33:16",
      "content": "<p><a href=\"https://www.kaggle.com/c/cassava-leaf-disease-classification/discussion/205630\" target=\"_blank\">How I got LB 0.901 in a simple way</a></p>\n<p>Here David was suggesting SnapMix.</p>",
      "rawMarkdown": "[How I got LB 0.901 in a simple way](https://www.kaggle.com/c/cassava-leaf-disease-classification/discussion/205630)\n\nHere David was suggesting SnapMix.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1120718,
      "author_name": "jabertuhin",
      "author_url": "",
      "post_date": "12/21/2020 04:33:16",
      "content": "<p><a href=\"https://www.kaggle.com/c/cassava-leaf-disease-classification/discussion/205630\" target=\"_blank\">How I got LB 0.901 in a simple way</a></p>\n<p>Here David was suggesting SnapMix.</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "1117664": "Hi,what image auguments do you use?I use RandomResizedCrop,Transpose,HorizontalFlip,VerticalFlip,ShiftScaleRotate and so on.Anyone have better advice?",
    "1120718": "[How I got LB 0.901 in a simple way](https://www.kaggle.com/c/cassava-leaf-disease-classification/discussion/205630)\n\nHere David was suggesting SnapMix."
  },
  "source": "meta"
}