{
  "id": 226316,
  "title": "🌵 🎄 🌲 🌳Useful Notebooks of Plant Pathology 2020 ",
  "url": "/competitions/plant-pathology-2021-fgvc8/discussion/226316",
  "author_name": "Tensor Girl",
  "post_date": "2021-03-16T04:33:35.892000",
  "votes": 55,
  "comment_count": 8,
  "views": 0,
  "content": "<p><a href=\"https://www.kaggle.com/tarunpaparaju/plant-pathology-2020-eda-models\" target=\"_blank\">https://www.kaggle.com/tarunpaparaju/plant-pathology-2020-eda-models</a></p>\n<p><a href=\"https://www.kaggle.com/xhlulu/plant-pathology-very-concise-tpu-efficientnet\" target=\"_blank\">https://www.kaggle.com/xhlulu/plant-pathology-very-concise-tpu-efficientnet</a></p>\n<p><a href=\"https://www.kaggle.com/pestipeti/eda-plant-pathology-2020\" target=\"_blank\">https://www.kaggle.com/pestipeti/eda-plant-pathology-2020</a></p>\n<p><a href=\"https://www.kaggle.com/ryches/sdml-starter\" target=\"_blank\">https://www.kaggle.com/ryches/sdml-starter</a></p>\n<p><a href=\"https://www.kaggle.com/jimitshah777/bilinear-efficientnet-focal-loss-label-smoothing\" target=\"_blank\">https://www.kaggle.com/jimitshah777/bilinear-efficientnet-focal-loss-label-smoothing</a></p>\n<p><a href=\"https://www.kaggle.com/meemr5/plant-pathology-2020-eda-ia-ip-models\" target=\"_blank\">https://www.kaggle.com/meemr5/plant-pathology-2020-eda-ia-ip-models</a></p>\n<p><a href=\"https://www.kaggle.com/crained/fastai-plant-pathology-recognition\" target=\"_blank\">https://www.kaggle.com/crained/fastai-plant-pathology-recognition</a></p>\n<p><a href=\"https://www.kaggle.com/ar2017/plant-panthology-inceptresnetv2-enetb7\" target=\"_blank\">https://www.kaggle.com/ar2017/plant-panthology-inceptresnetv2-enetb7</a></p>\n<p><a href=\"https://www.kaggle.com/piantic/start-with-pytorch-using-efficientnet-b7\" target=\"_blank\">https://www.kaggle.com/piantic/start-with-pytorch-using-efficientnet-b7</a></p>\n<p><a href=\"https://www.kaggle.com/piantic/plant-pathology-2020-pytorch-for-beginner\" target=\"_blank\">https://www.kaggle.com/piantic/plant-pathology-2020-pytorch-for-beginner</a></p>\n<p><a href=\"https://www.kaggle.com/parmarsuraj99/miltiple-plants-on-tpu\" target=\"_blank\">https://www.kaggle.com/parmarsuraj99/miltiple-plants-on-tpu</a></p>\n<p><a href=\"https://www.kaggle.com/dataraj/fastai-tutorial-for-image-classification\" target=\"_blank\">https://www.kaggle.com/dataraj/fastai-tutorial-for-image-classification</a></p>\n<p><a href=\"https://www.kaggle.com/victorlouisdg/plant-pathology-opencv-background-removal\" target=\"_blank\">https://www.kaggle.com/victorlouisdg/plant-pathology-opencv-background-removal</a></p>\n<p><a href=\"https://www.kaggle.com/parulpandey/overview-of-popular-image-augmentation-packages\" target=\"_blank\">https://www.kaggle.com/parulpandey/overview-of-popular-image-augmentation-packages</a></p>\n<p><a href=\"https://www.kaggle.com/abdilatifssou/sample-use-of-efficientnetb7-achieved-97-8\" target=\"_blank\">https://www.kaggle.com/abdilatifssou/sample-use-of-efficientnetb7-achieved-97-8</a></p>\n<p><a href=\"https://www.kaggle.com/parulpandey/eda-histograms-color-spaces-masking\" target=\"_blank\">https://www.kaggle.com/parulpandey/eda-histograms-color-spaces-masking</a></p>\n<p><a href=\"https://www.kaggle.com/muellerzr/resnet152-with-tta-and-fine-tune-fastai2\" target=\"_blank\">https://www.kaggle.com/muellerzr/resnet152-with-tta-and-fine-tune-fastai2</a></p>\n<p><a href=\"https://www.kaggle.com/meysonua/the-greater-ensembler-0-983\" target=\"_blank\">https://www.kaggle.com/meysonua/the-greater-ensembler-0-983</a></p>\n<p><a href=\"https://www.kaggle.com/dimakyn/classification-densenet201-efficientnetb7\" target=\"_blank\">https://www.kaggle.com/dimakyn/classification-densenet201-efficientnetb7</a></p>",
  "messages": [
    {
      "id": 1239851,
      "postDate": "2021-03-16T04:33:35.893Z",
      "content": "<p><a href=\"https://www.kaggle.com/tarunpaparaju/plant-pathology-2020-eda-models\" target=\"_blank\">https://www.kaggle.com/tarunpaparaju/plant-pathology-2020-eda-models</a></p>\n<p><a href=\"https://www.kaggle.com/xhlulu/plant-pathology-very-concise-tpu-efficientnet\" target=\"_blank\">https://www.kaggle.com/xhlulu/plant-pathology-very-concise-tpu-efficientnet</a></p>\n<p><a href=\"https://www.kaggle.com/pestipeti/eda-plant-pathology-2020\" target=\"_blank\">https://www.kaggle.com/pestipeti/eda-plant-pathology-2020</a></p>\n<p><a href=\"https://www.kaggle.com/ryches/sdml-starter\" target=\"_blank\">https://www.kaggle.com/ryches/sdml-starter</a></p>\n<p><a href=\"https://www.kaggle.com/jimitshah777/bilinear-efficientnet-focal-loss-label-smoothing\" target=\"_blank\">https://www.kaggle.com/jimitshah777/bilinear-efficientnet-focal-loss-label-smoothing</a></p>\n<p><a href=\"https://www.kaggle.com/meemr5/plant-pathology-2020-eda-ia-ip-models\" target=\"_blank\">https://www.kaggle.com/meemr5/plant-pathology-2020-eda-ia-ip-models</a></p>\n<p><a href=\"https://www.kaggle.com/crained/fastai-plant-pathology-recognition\" target=\"_blank\">https://www.kaggle.com/crained/fastai-plant-pathology-recognition</a></p>\n<p><a href=\"https://www.kaggle.com/ar2017/plant-panthology-inceptresnetv2-enetb7\" target=\"_blank\">https://www.kaggle.com/ar2017/plant-panthology-inceptresnetv2-enetb7</a></p>\n<p><a href=\"https://www.kaggle.com/piantic/start-with-pytorch-using-efficientnet-b7\" target=\"_blank\">https://www.kaggle.com/piantic/start-with-pytorch-using-efficientnet-b7</a></p>\n<p><a href=\"https://www.kaggle.com/piantic/plant-pathology-2020-pytorch-for-beginner\" target=\"_blank\">https://www.kaggle.com/piantic/plant-pathology-2020-pytorch-for-beginner</a></p>\n<p><a href=\"https://www.kaggle.com/parmarsuraj99/miltiple-plants-on-tpu\" target=\"_blank\">https://www.kaggle.com/parmarsuraj99/miltiple-plants-on-tpu</a></p>\n<p><a href=\"https://www.kaggle.com/dataraj/fastai-tutorial-for-image-classification\" target=\"_blank\">https://www.kaggle.com/dataraj/fastai-tutorial-for-image-classification</a></p>\n<p><a href=\"https://www.kaggle.com/victorlouisdg/plant-pathology-opencv-background-removal\" target=\"_blank\">https://www.kaggle.com/victorlouisdg/plant-pathology-opencv-background-removal</a></p>\n<p><a href=\"https://www.kaggle.com/parulpandey/overview-of-popular-image-augmentation-packages\" target=\"_blank\">https://www.kaggle.com/parulpandey/overview-of-popular-image-augmentation-packages</a></p>\n<p><a href=\"https://www.kaggle.com/abdilatifssou/sample-use-of-efficientnetb7-achieved-97-8\" target=\"_blank\">https://www.kaggle.com/abdilatifssou/sample-use-of-efficientnetb7-achieved-97-8</a></p>\n<p><a href=\"https://www.kaggle.com/parulpandey/eda-histograms-color-spaces-masking\" target=\"_blank\">https://www.kaggle.com/parulpandey/eda-histograms-color-spaces-masking</a></p>\n<p><a href=\"https://www.kaggle.com/muellerzr/resnet152-with-tta-and-fine-tune-fastai2\" target=\"_blank\">https://www.kaggle.com/muellerzr/resnet152-with-tta-and-fine-tune-fastai2</a></p>\n<p><a href=\"https://www.kaggle.com/meysonua/the-greater-ensembler-0-983\" target=\"_blank\">https://www.kaggle.com/meysonua/the-greater-ensembler-0-983</a></p>\n<p><a href=\"https://www.kaggle.com/dimakyn/classification-densenet201-efficientnetb7\" target=\"_blank\">https://www.kaggle.com/dimakyn/classification-densenet201-efficientnetb7</a></p>",
      "rawMarkdown": "https://www.kaggle.com/tarunpaparaju/plant-pathology-2020-eda-models\n\nhttps://www.kaggle.com/xhlulu/plant-pathology-very-concise-tpu-efficientnet\n\nhttps://www.kaggle.com/pestipeti/eda-plant-pathology-2020\n\nhttps://www.kaggle.com/ryches/sdml-starter\n\nhttps://www.kaggle.com/jimitshah777/bilinear-efficientnet-focal-loss-label-smoothing\n\nhttps://www.kaggle.com/meemr5/plant-pathology-2020-eda-ia-ip-models\n\nhttps://www.kaggle.com/crained/fastai-plant-pathology-recognition\n\nhttps://www.kaggle.com/ar2017/plant-panthology-inceptresnetv2-enetb7\n\nhttps://www.kaggle.com/piantic/start-with-pytorch-using-efficientnet-b7\n\nhttps://www.kaggle.com/piantic/plant-pathology-2020-pytorch-for-beginner\n\nhttps://www.kaggle.com/parmarsuraj99/miltiple-plants-on-tpu\n\nhttps://www.kaggle.com/dataraj/fastai-tutorial-for-image-classification\n\nhttps://www.kaggle.com/victorlouisdg/plant-pathology-opencv-background-removal\n\nhttps://www.kaggle.com/parulpandey/overview-of-popular-image-augmentation-packages\n\nhttps://www.kaggle.com/abdilatifssou/sample-use-of-efficientnetb7-achieved-97-8\n\nhttps://www.kaggle.com/parulpandey/eda-histograms-color-spaces-masking\n\nhttps://www.kaggle.com/muellerzr/resnet152-with-tta-and-fine-tune-fastai2\n\nhttps://www.kaggle.com/meysonua/the-greater-ensembler-0-983\n\nhttps://www.kaggle.com/dimakyn/classification-densenet201-efficientnetb7\n",
      "votes": 52
    },
    {
      "id": 1240863,
      "postDate": "2021-03-16T17:07:44.427Z",
      "content": "<p>Great work for us to read these references!!!</p>",
      "rawMarkdown": "Great work for us to read these references!!!",
      "votes": 3
    },
    {
      "id": 1247023,
      "postDate": "2021-03-21T10:28:52.990Z",
      "content": "<p>Awesome work <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> as always!</p>",
      "rawMarkdown": "Awesome work @usharengaraju as always!",
      "votes": 1
    },
    {
      "id": 1247215,
      "postDate": "2021-03-21T14:33:22.680Z",
      "content": "<p><a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> Thanks for sharing these awesome resources. Have a good day.</p>",
      "rawMarkdown": "@usharengaraju Thanks for sharing these awesome resources. Have a good day.",
      "votes": 2
    },
    {
      "id": 1277093,
      "postDate": "2021-04-18T11:56:08.123Z",
      "content": "<p>Thanks for sharing, that's very helpful.</p>",
      "rawMarkdown": "Thanks for sharing, that's very helpful."
    },
    {
      "id": 1276876,
      "postDate": "2021-04-18T05:41:13.913Z",
      "content": "<p>Tkx for sharing</p>",
      "rawMarkdown": "Tkx for sharing"
    },
    {
      "id": 1262913,
      "postDate": "2021-04-04T21:40:24.680Z",
      "content": "<p>Awesome, thanks <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a>!</p>",
      "rawMarkdown": "Awesome, thanks @usharengaraju!",
      "votes": 1
    },
    {
      "id": 1249985,
      "postDate": "2021-03-23T17:24:05.827Z",
      "content": "<p>Thank you, Usha Rengaraju! </p>",
      "rawMarkdown": "Thank you, Usha Rengaraju! ",
      "votes": 1
    },
    {
      "id": 1255100,
      "postDate": "2021-03-28T12:24:19.423Z",
      "content": "<p>Thanks for sharing, great references!!!</p>",
      "rawMarkdown": "Thanks for sharing, great references!!!",
      "votes": 1,
      "isDeleted": true
    }
  ],
  "comments": [
    {
      "id": 1240863,
      "author_name": "hhz",
      "author_url": "",
      "post_date": "2021-03-16T17:07:44.427000",
      "content": "<p>Great work for us to read these references!!!</p>",
      "votes": 3,
      "replies": []
    },
    {
      "id": 1247023,
      "author_name": "Old Monk",
      "author_url": "",
      "post_date": "2021-03-21T10:28:52.990000",
      "content": "<p>Awesome work <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> as always!</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1247215,
      "author_name": "Rashik Rahman",
      "author_url": "",
      "post_date": "2021-03-21T14:33:22.680000",
      "content": "<p><a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> Thanks for sharing these awesome resources. Have a good day.</p>",
      "votes": 2,
      "replies": []
    },
    {
      "id": 1277093,
      "author_name": "AltF4aaaaa",
      "author_url": "",
      "post_date": "2021-04-18T11:56:08.123000",
      "content": "<p>Thanks for sharing, that's very helpful.</p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 1276876,
      "author_name": "ximi2333",
      "author_url": "",
      "post_date": "2021-04-18T05:41:13.913000",
      "content": "<p>Tkx for sharing</p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 1262913,
      "author_name": "Bartley",
      "author_url": "",
      "post_date": "2021-04-04T21:40:24.680000",
      "content": "<p>Awesome, thanks <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a>!</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1249985,
      "author_name": "Vadim Irtlach",
      "author_url": "",
      "post_date": "2021-03-23T17:24:05.827000",
      "content": "<p>Thank you, Usha Rengaraju! </p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1255100,
      "author_name": "",
      "author_url": "",
      "post_date": "2021-03-28T12:24:19.423000",
      "content": "<p>Thanks for sharing, great references!!!</p>",
      "votes": 1,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "1239851": "https://www.kaggle.com/tarunpaparaju/plant-pathology-2020-eda-models\n\nhttps://www.kaggle.com/xhlulu/plant-pathology-very-concise-tpu-efficientnet\n\nhttps://www.kaggle.com/pestipeti/eda-plant-pathology-2020\n\nhttps://www.kaggle.com/ryches/sdml-starter\n\nhttps://www.kaggle.com/jimitshah777/bilinear-efficientnet-focal-loss-label-smoothing\n\nhttps://www.kaggle.com/meemr5/plant-pathology-2020-eda-ia-ip-models\n\nhttps://www.kaggle.com/crained/fastai-plant-pathology-recognition\n\nhttps://www.kaggle.com/ar2017/plant-panthology-inceptresnetv2-enetb7\n\nhttps://www.kaggle.com/piantic/start-with-pytorch-using-efficientnet-b7\n\nhttps://www.kaggle.com/piantic/plant-pathology-2020-pytorch-for-beginner\n\nhttps://www.kaggle.com/parmarsuraj99/miltiple-plants-on-tpu\n\nhttps://www.kaggle.com/dataraj/fastai-tutorial-for-image-classification\n\nhttps://www.kaggle.com/victorlouisdg/plant-pathology-opencv-background-removal\n\nhttps://www.kaggle.com/parulpandey/overview-of-popular-image-augmentation-packages\n\nhttps://www.kaggle.com/abdilatifssou/sample-use-of-efficientnetb7-achieved-97-8\n\nhttps://www.kaggle.com/parulpandey/eda-histograms-color-spaces-masking\n\nhttps://www.kaggle.com/muellerzr/resnet152-with-tta-and-fine-tune-fastai2\n\nhttps://www.kaggle.com/meysonua/the-greater-ensembler-0-983\n\nhttps://www.kaggle.com/dimakyn/classification-densenet201-efficientnetb7\n",
    "1240863": "Great work for us to read these references!!!",
    "1247023": "Awesome work @usharengaraju as always!",
    "1247215": "@usharengaraju Thanks for sharing these awesome resources. Have a good day.",
    "1277093": "Thanks for sharing, that's very helpful.",
    "1276876": "Tkx for sharing",
    "1262913": "Awesome, thanks @usharengaraju!",
    "1249985": "Thank you, Usha Rengaraju! ",
    "1255100": "Thanks for sharing, great references!!!"
  }
}