{
  "id": 307745,
  "title": " 💥 💥Useful Notebooks from Previous Herbarium Competitions 🔥🔥",
  "url": "/competitions/herbarium-2022-fgvc9/discussion/307745",
  "author_name": "Tensor Girl",
  "post_date": "2022-02-15T13:03:25.843000",
  "votes": 38,
  "comment_count": 18,
  "views": 0,
  "content": "<p>2020<br>\n<a href=\"https://www.kaggle.com/seraphwedd18/herbarium-consolidating-the-details\" target=\"_blank\">https://www.kaggle.com/seraphwedd18/herbarium-consolidating-the-details</a><br>\n<a href=\"https://www.kaggle.com/drobchak1988/herbarium-2020-fgvc7-create-tfrecords-tensorflow\" target=\"_blank\">https://www.kaggle.com/drobchak1988/herbarium-2020-fgvc7-create-tfrecords-tensorflow</a><br>\n<a href=\"https://www.kaggle.com/wojciech1103/herbarium-2020-a-little-bit-fun-with-images\" target=\"_blank\">https://www.kaggle.com/wojciech1103/herbarium-2020-a-little-bit-fun-with-images</a><br>\n<a href=\"https://www.kaggle.com/yasufuminakama/herbarium-2020-pytorch-resnet18-inference\" target=\"_blank\">https://www.kaggle.com/yasufuminakama/herbarium-2020-pytorch-resnet18-inference</a><br>\n<a href=\"https://www.kaggle.com/yasufuminakama/herbarium-2020-pytorch-resnet18-train\" target=\"_blank\">https://www.kaggle.com/yasufuminakama/herbarium-2020-pytorch-resnet18-train</a><br>\n<a href=\"https://www.kaggle.com/shaunthesheep/fgvc7-herbarium-2020-data-viz\" target=\"_blank\">https://www.kaggle.com/shaunthesheep/fgvc7-herbarium-2020-data-viz</a><br>\n<a href=\"https://www.kaggle.com/khotijahs1/identify-plant-species-from-herbarium-specimens\" target=\"_blank\">https://www.kaggle.com/khotijahs1/identify-plant-species-from-herbarium-specimens</a><br>\n2021 <br>\n<a href=\"https://www.kaggle.com/khoongweihao/insect-augmentation-et-al\" target=\"_blank\">https://www.kaggle.com/khoongweihao/insect-augmentation-et-al</a><br>\n<a href=\"https://www.kaggle.com/ihelon/herbarium-2021-exploratory-data-analysis\" target=\"_blank\">https://www.kaggle.com/ihelon/herbarium-2021-exploratory-data-analysis</a><br>\n<a href=\"https://www.kaggle.com/debarshichanda/herbarium-2021-pytorch-starter\" target=\"_blank\">https://www.kaggle.com/debarshichanda/herbarium-2021-pytorch-starter</a><br>\n<a href=\"https://www.kaggle.com/ateplyuk/herb2021-pytorch-starter\" target=\"_blank\">https://www.kaggle.com/ateplyuk/herb2021-pytorch-starter</a></p>",
  "messages": [
    {
      "id": 1691519,
      "postDate": "2022-02-15T13:03:25.843Z",
      "content": "<p>2020<br>\n<a href=\"https://www.kaggle.com/seraphwedd18/herbarium-consolidating-the-details\" target=\"_blank\">https://www.kaggle.com/seraphwedd18/herbarium-consolidating-the-details</a><br>\n<a href=\"https://www.kaggle.com/drobchak1988/herbarium-2020-fgvc7-create-tfrecords-tensorflow\" target=\"_blank\">https://www.kaggle.com/drobchak1988/herbarium-2020-fgvc7-create-tfrecords-tensorflow</a><br>\n<a href=\"https://www.kaggle.com/wojciech1103/herbarium-2020-a-little-bit-fun-with-images\" target=\"_blank\">https://www.kaggle.com/wojciech1103/herbarium-2020-a-little-bit-fun-with-images</a><br>\n<a href=\"https://www.kaggle.com/yasufuminakama/herbarium-2020-pytorch-resnet18-inference\" target=\"_blank\">https://www.kaggle.com/yasufuminakama/herbarium-2020-pytorch-resnet18-inference</a><br>\n<a href=\"https://www.kaggle.com/yasufuminakama/herbarium-2020-pytorch-resnet18-train\" target=\"_blank\">https://www.kaggle.com/yasufuminakama/herbarium-2020-pytorch-resnet18-train</a><br>\n<a href=\"https://www.kaggle.com/shaunthesheep/fgvc7-herbarium-2020-data-viz\" target=\"_blank\">https://www.kaggle.com/shaunthesheep/fgvc7-herbarium-2020-data-viz</a><br>\n<a href=\"https://www.kaggle.com/khotijahs1/identify-plant-species-from-herbarium-specimens\" target=\"_blank\">https://www.kaggle.com/khotijahs1/identify-plant-species-from-herbarium-specimens</a><br>\n2021 <br>\n<a href=\"https://www.kaggle.com/khoongweihao/insect-augmentation-et-al\" target=\"_blank\">https://www.kaggle.com/khoongweihao/insect-augmentation-et-al</a><br>\n<a href=\"https://www.kaggle.com/ihelon/herbarium-2021-exploratory-data-analysis\" target=\"_blank\">https://www.kaggle.com/ihelon/herbarium-2021-exploratory-data-analysis</a><br>\n<a href=\"https://www.kaggle.com/debarshichanda/herbarium-2021-pytorch-starter\" target=\"_blank\">https://www.kaggle.com/debarshichanda/herbarium-2021-pytorch-starter</a><br>\n<a href=\"https://www.kaggle.com/ateplyuk/herb2021-pytorch-starter\" target=\"_blank\">https://www.kaggle.com/ateplyuk/herb2021-pytorch-starter</a></p>",
      "rawMarkdown": "\n2020\n\nhttps://www.kaggle.com/seraphwedd18/herbarium-consolidating-the-details\n\nhttps://www.kaggle.com/drobchak1988/herbarium-2020-fgvc7-create-tfrecords-tensorflow\n\nhttps://www.kaggle.com/wojciech1103/herbarium-2020-a-little-bit-fun-with-images\n\nhttps://www.kaggle.com/yasufuminakama/herbarium-2020-pytorch-resnet18-inference\n\nhttps://www.kaggle.com/yasufuminakama/herbarium-2020-pytorch-resnet18-train\n\nhttps://www.kaggle.com/shaunthesheep/fgvc7-herbarium-2020-data-viz\n\nhttps://www.kaggle.com/khotijahs1/identify-plant-species-from-herbarium-specimens\n\n\n2021 \n\nhttps://www.kaggle.com/khoongweihao/insect-augmentation-et-al\n\nhttps://www.kaggle.com/ihelon/herbarium-2021-exploratory-data-analysis\n\nhttps://www.kaggle.com/debarshichanda/herbarium-2021-pytorch-starter\n\nhttps://www.kaggle.com/ateplyuk/herb2021-pytorch-starter",
      "votes": 37
    },
    {
      "id": 1703117,
      "postDate": "2022-02-24T07:33:03.467Z",
      "content": "<p>Great compilation <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> <br>\nThanks a lot and all the best 🧐</p>",
      "rawMarkdown": "Great compilation @usharengaraju \nThanks a lot and all the best 🧐",
      "votes": 1
    },
    {
      "id": 1701642,
      "postDate": "2022-02-23T00:45:17.060Z",
      "content": "<p>Can we get a medal in this game?</p>",
      "rawMarkdown": "Can we get a medal in this game?",
      "votes": 1,
      "replies": [
        {
          "id": 1706832,
          "postDate": "2022-02-27T21:23:08.530Z",
          "content": "<p><a href=\"https://www.kaggle.com/zekunn\" target=\"_blank\">@zekunn</a> This competition doesnt award medals . </p>",
          "rawMarkdown": "@zekunn This competition doesnt award medals . "
        },
        {
          "id": 1706930,
          "postDate": "2022-02-28T01:51:29.290Z",
          "content": "<p>Thanks……</p>",
          "rawMarkdown": "Thanks......"
        }
      ]
    },
    {
      "id": 1696206,
      "postDate": "2022-02-18T16:51:57.040Z",
      "content": "<p>Thank you for sharing <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> as usual!</p>",
      "rawMarkdown": "Thank you for sharing @usharengaraju as usual!",
      "votes": 1
    },
    {
      "id": 1694489,
      "postDate": "2022-02-17T13:11:22.033Z",
      "content": "<p>really helpful, thanks <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> 🥰</p>",
      "rawMarkdown": "really helpful, thanks @usharengaraju 🥰",
      "votes": 1
    },
    {
      "id": 1692713,
      "postDate": "2022-02-16T07:44:28.387Z",
      "content": "<p>I made reference your discussion and make Baseline.<br>\nIf you have Time Check me!<br>\n<a href=\"https://www.kaggle.com/kalelpark/herbarium2022-eda-with-pytorch\" target=\"_blank\">https://www.kaggle.com/kalelpark/herbarium2022-eda-with-pytorch</a></p>",
      "rawMarkdown": "I made reference your discussion and make Baseline.\nIf you have Time Check me!\nhttps://www.kaggle.com/kalelpark/herbarium2022-eda-with-pytorch",
      "votes": 1
    },
    {
      "id": 1692711,
      "postDate": "2022-02-16T07:42:38.460Z",
      "content": "<p>This is very handy! We also already prepared a baseline for this year with EffiientNet<br>\n<a href=\"https://www.kaggle.com/jirkaborovec/herbarium-eda-baseline-flash-efficientnet\" target=\"_blank\">🌿Herbarium: EDA 🔎 &amp; baseline Flash⚡EfficientNet</a></p>",
      "rawMarkdown": "This is very handy! We also already prepared a baseline for this year with EffiientNet\n[🌿Herbarium: EDA 🔎 & baseline Flash⚡EfficientNet](https://www.kaggle.com/jirkaborovec/herbarium-eda-baseline-flash-efficientnet)",
      "votes": 1
    },
    {
      "id": 1692347,
      "postDate": "2022-02-16T01:42:42.990Z",
      "content": "<p>Thank you for sharing the great references!</p>",
      "rawMarkdown": "Thank you for sharing the great references!",
      "votes": 1
    },
    {
      "id": 1692303,
      "postDate": "2022-02-16T00:45:30.207Z",
      "content": "<p>Thanks for sharing, <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a>! I plan to continue incorporating some of the techniques/ideas from these notebooks into my starter notebook, and have been learning a lot. :) </p>",
      "rawMarkdown": "Thanks for sharing, @usharengaraju! I plan to continue incorporating some of the techniques/ideas from these notebooks into my starter notebook, and have been learning a lot. :) ",
      "votes": 1
    },
    {
      "id": 1692214,
      "postDate": "2022-02-15T22:36:18.590Z",
      "content": "<p>By the way, it will be nice to see a list of useful discussions. Thank you for sharing, <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a>!</p>",
      "rawMarkdown": "By the way, it will be nice to see a list of useful discussions. Thank you for sharing, @usharengaraju!",
      "votes": 1
    },
    {
      "id": 1691889,
      "postDate": "2022-02-15T17:07:15.003Z",
      "content": "<p>Hi <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a>, thank you very much for sharing all the useful notebooks! Looking forward to seeing solutions building upon these awesome contributions!</p>",
      "rawMarkdown": "Hi @usharengaraju, thank you very much for sharing all the useful notebooks! Looking forward to seeing solutions building upon these awesome contributions!",
      "votes": 1
    },
    {
      "id": 1692651,
      "postDate": "2022-02-16T06:54:41.240Z",
      "content": "<p>Thanks for sharing!! Looking forwad for the solution you build out of these!!</p>",
      "rawMarkdown": "Thanks for sharing!! Looking forwad for the solution you build out of these!!",
      "replies": [
        {
          "id": 1694601,
          "postDate": "2022-02-17T15:12:01.600Z",
          "content": "<p>why downvoted?<br>\nBtw I know who downvoted bcz earlier there was an upvote on this comment :)</p>",
          "rawMarkdown": "why downvoted?\nBtw I know who downvoted bcz earlier there was an upvote on this comment :)"
        }
      ]
    },
    {
      "id": 1724021,
      "postDate": "2022-03-16T01:03:58.963Z",
      "content": "<p>Thank you for sharing these notebooks.<br>\nHelped a lot especially Yasufuminakama notebook.</p>",
      "rawMarkdown": "Thank you for sharing these notebooks.\nHelped a lot especially Yasufuminakama notebook."
    },
    {
      "id": 1699192,
      "postDate": "2022-02-21T02:18:42.167Z",
      "content": "<p>thanks a lot</p>",
      "rawMarkdown": "thanks a lot",
      "votes": 1
    },
    {
      "id": 1691932,
      "postDate": "2022-02-15T17:34:48.757Z",
      "content": "<p>Thank you for sharing!</p>",
      "rawMarkdown": "Thank you for sharing!",
      "votes": 1
    },
    {
      "id": 1691740,
      "postDate": "2022-02-15T15:25:52.647Z",
      "content": "<p>great Thanks for sharing!</p>",
      "rawMarkdown": "great Thanks for sharing!",
      "votes": 1
    }
  ],
  "comments": [
    {
      "id": 1703117,
      "author_name": "FPiotro",
      "author_url": "",
      "post_date": "2022-02-24T07:33:03.467000",
      "content": "<p>Great compilation <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> <br>\nThanks a lot and all the best 🧐</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1701642,
      "author_name": "Zekun",
      "author_url": "",
      "post_date": "2022-02-23T00:45:17.060000",
      "content": "<p>Can we get a medal in this game?</p>",
      "votes": 1,
      "replies": [
        {
          "id": 1706832,
          "author_name": "Tensor Girl",
          "author_url": "",
          "post_date": "2022-02-27T21:23:08.530000",
          "content": "<p><a href=\"https://www.kaggle.com/zekunn\" target=\"_blank\">@zekunn</a> This competition doesnt award medals . </p>",
          "votes": 0,
          "replies": []
        },
        {
          "id": 1706930,
          "author_name": "Zekun",
          "author_url": "",
          "post_date": "2022-02-28T01:51:29.290000",
          "content": "<p>Thanks……</p>",
          "votes": 0,
          "replies": []
        }
      ]
    },
    {
      "id": 1696206,
      "author_name": "Old Monk",
      "author_url": "",
      "post_date": "2022-02-18T16:51:57.040000",
      "content": "<p>Thank you for sharing <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> as usual!</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1694489,
      "author_name": "Aruna S",
      "author_url": "",
      "post_date": "2022-02-17T13:11:22.033000",
      "content": "<p>really helpful, thanks <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a> 🥰</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1692713,
      "author_name": "Wongi Park",
      "author_url": "",
      "post_date": "2022-02-16T07:44:28.387000",
      "content": "<p>I made reference your discussion and make Baseline.<br>\nIf you have Time Check me!<br>\n<a href=\"https://www.kaggle.com/kalelpark/herbarium2022-eda-with-pytorch\" target=\"_blank\">https://www.kaggle.com/kalelpark/herbarium2022-eda-with-pytorch</a></p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1692711,
      "author_name": "Jirka",
      "author_url": "",
      "post_date": "2022-02-16T07:42:38.460000",
      "content": "<p>This is very handy! We also already prepared a baseline for this year with EffiientNet<br>\n<a href=\"https://www.kaggle.com/jirkaborovec/herbarium-eda-baseline-flash-efficientnet\" target=\"_blank\">🌿Herbarium: EDA 🔎 &amp; baseline Flash⚡EfficientNet</a></p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1692347,
      "author_name": "Eugene J. Ryu",
      "author_url": "",
      "post_date": "2022-02-16T01:42:42.990000",
      "content": "<p>Thank you for sharing the great references!</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1692303,
      "author_name": "Roshan Ram",
      "author_url": "",
      "post_date": "2022-02-16T00:45:30.207000",
      "content": "<p>Thanks for sharing, <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a>! I plan to continue incorporating some of the techniques/ideas from these notebooks into my starter notebook, and have been learning a lot. :) </p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1692214,
      "author_name": "Vadim Irtlach",
      "author_url": "",
      "post_date": "2022-02-15T22:36:18.590000",
      "content": "<p>By the way, it will be nice to see a list of useful discussions. Thank you for sharing, <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a>!</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1691889,
      "author_name": "John Park",
      "author_url": "",
      "post_date": "2022-02-15T17:07:15.003000",
      "content": "<p>Hi <a href=\"https://www.kaggle.com/usharengaraju\" target=\"_blank\">@usharengaraju</a>, thank you very much for sharing all the useful notebooks! Looking forward to seeing solutions building upon these awesome contributions!</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1692651,
      "author_name": "Lisa Sharapova",
      "author_url": "",
      "post_date": "2022-02-16T06:54:41.240000",
      "content": "<p>Thanks for sharing!! Looking forwad for the solution you build out of these!!</p>",
      "votes": 0,
      "replies": [
        {
          "id": 1694601,
          "author_name": "Lisa Sharapova",
          "author_url": "",
          "post_date": "2022-02-17T15:12:01.600000",
          "content": "<p>why downvoted?<br>\nBtw I know who downvoted bcz earlier there was an upvote on this comment :)</p>",
          "votes": 0,
          "replies": []
        }
      ]
    },
    {
      "id": 1724021,
      "author_name": "Med Ali Bouchhioua",
      "author_url": "",
      "post_date": "2022-03-16T01:03:58.963000",
      "content": "<p>Thank you for sharing these notebooks.<br>\nHelped a lot especially Yasufuminakama notebook.</p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 1699192,
      "author_name": "shicaoqu",
      "author_url": "",
      "post_date": "2022-02-21T02:18:42.167000",
      "content": "<p>thanks a lot</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1691932,
      "author_name": "Devlikamov Vlad",
      "author_url": "",
      "post_date": "2022-02-15T17:34:48.757000",
      "content": "<p>Thank you for sharing!</p>",
      "votes": 1,
      "replies": []
    },
    {
      "id": 1691740,
      "author_name": "Wongi Park",
      "author_url": "",
      "post_date": "2022-02-15T15:25:52.647000",
      "content": "<p>great Thanks for sharing!</p>",
      "votes": 1,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "1691519": "\n2020\n\nhttps://www.kaggle.com/seraphwedd18/herbarium-consolidating-the-details\n\nhttps://www.kaggle.com/drobchak1988/herbarium-2020-fgvc7-create-tfrecords-tensorflow\n\nhttps://www.kaggle.com/wojciech1103/herbarium-2020-a-little-bit-fun-with-images\n\nhttps://www.kaggle.com/yasufuminakama/herbarium-2020-pytorch-resnet18-inference\n\nhttps://www.kaggle.com/yasufuminakama/herbarium-2020-pytorch-resnet18-train\n\nhttps://www.kaggle.com/shaunthesheep/fgvc7-herbarium-2020-data-viz\n\nhttps://www.kaggle.com/khotijahs1/identify-plant-species-from-herbarium-specimens\n\n\n2021 \n\nhttps://www.kaggle.com/khoongweihao/insect-augmentation-et-al\n\nhttps://www.kaggle.com/ihelon/herbarium-2021-exploratory-data-analysis\n\nhttps://www.kaggle.com/debarshichanda/herbarium-2021-pytorch-starter\n\nhttps://www.kaggle.com/ateplyuk/herb2021-pytorch-starter",
    "1703117": "Great compilation @usharengaraju \nThanks a lot and all the best 🧐",
    "1701642": "Can we get a medal in this game?",
    "1696206": "Thank you for sharing @usharengaraju as usual!",
    "1694489": "really helpful, thanks @usharengaraju 🥰",
    "1692713": "I made reference your discussion and make Baseline.\nIf you have Time Check me!\nhttps://www.kaggle.com/kalelpark/herbarium2022-eda-with-pytorch",
    "1692711": "This is very handy! We also already prepared a baseline for this year with EffiientNet\n[🌿Herbarium: EDA 🔎 & baseline Flash⚡EfficientNet](https://www.kaggle.com/jirkaborovec/herbarium-eda-baseline-flash-efficientnet)",
    "1692347": "Thank you for sharing the great references!",
    "1692303": "Thanks for sharing, @usharengaraju! I plan to continue incorporating some of the techniques/ideas from these notebooks into my starter notebook, and have been learning a lot. :) ",
    "1692214": "By the way, it will be nice to see a list of useful discussions. Thank you for sharing, @usharengaraju!",
    "1691889": "Hi @usharengaraju, thank you very much for sharing all the useful notebooks! Looking forward to seeing solutions building upon these awesome contributions!",
    "1692651": "Thanks for sharing!! Looking forwad for the solution you build out of these!!",
    "1724021": "Thank you for sharing these notebooks.\nHelped a lot especially Yasufuminakama notebook.",
    "1699192": "thanks a lot",
    "1691932": "Thank you for sharing!",
    "1691740": "great Thanks for sharing!"
  }
}