{
  "id": 567507,
  "title": "Onboarding materials, references and past competition artefacts",
  "url": "/competitions/birdclef-2025/discussion/567507",
  "author_name": "",
  "post_date": "2025-03-10T18:18:54.377913200Z",
  "votes": 17,
  "comment_count": 1,
  "views": 0,
  "content": "<p>Hello all,</p>\n<p>Hope the below compiled references are suitable to onboard effectively in this season's Birdclef assignment!</p>\n<h1>Similar assignments and artefacts</h1>\n<h2><a href=\"https://www.kaggle.com/competitions/birdclef-2024\" target=\"_blank\">BirdCLEF 2024</a></h2>\n<h3>Highly voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/jefersonpazze/eda-baseline-birdclef-2024\" target=\"_blank\">https://www.kaggle.com/code/jefersonpazze/eda-baseline-birdclef-2024</a></li>\n<li><a href=\"https://www.kaggle.com/code/ddosad/birdclef-24-data-exploration\" target=\"_blank\">https://www.kaggle.com/code/ddosad/birdclef-24-data-exploration</a></li>\n<li><a href=\"https://www.kaggle.com/code/satyaprakashshukl/birdclef-prediction-analysis\" target=\"_blank\">https://www.kaggle.com/code/satyaprakashshukl/birdclef-prediction-analysis</a></li>\n<li><a href=\"https://www.kaggle.com/code/zijiangyang1116/birdclef-24-efficientnetb0-pytorch-train\" target=\"_blank\">https://www.kaggle.com/code/zijiangyang1116/birdclef-24-efficientnetb0-pytorch-train</a></li>\n<li><a href=\"https://www.kaggle.com/code/myso1987/how-to-submit-to-birdclef-2024\" target=\"_blank\">https://www.kaggle.com/code/myso1987/how-to-submit-to-birdclef-2024</a></li>\n<li><a href=\"https://www.kaggle.com/code/ashokkumarbibbab/birds-classification-in-rfc-model-accuracy-87\" target=\"_blank\">https://www.kaggle.com/code/ashokkumarbibbab/birds-classification-in-rfc-model-accuracy-87</a></li>\n</ol>\n<h3>High scoring approaches</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/512197\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/512197</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/512340\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/512340</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511905\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511905</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511845\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511845</a> -- rank 4</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511535\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511535</a> -- rank 5</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511527\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511527</a> -- rank 6</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511540\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511540</a> -- rank 7</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511528\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511528</a> -- rank 8</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511510\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511510</a> -- rank 9</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511596\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511596</a> -- rank 10</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511499\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511499</a> -- rank 11</li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/birdclef-2023\" target=\"_blank\">BirdCLEF 2023</a></h2>\n<h3>Highly voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train\" target=\"_blank\">https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train</a></li>\n<li><a href=\"https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-infer\" target=\"_blank\">https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-infer</a></li>\n<li><a href=\"https://www.kaggle.com/code/awsaf49/birdclef23-effnet-fsr-cutmixup-train\" target=\"_blank\">https://www.kaggle.com/code/awsaf49/birdclef23-effnet-fsr-cutmixup-train</a></li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/birdclef-2022\" target=\"_blank\">BirdCLEF 2022</a></h2>\n<h3>Highly voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/shreyasajal/birdclef-librosa-audio-feature-extraction\" target=\"_blank\">https://www.kaggle.com/code/shreyasajal/birdclef-librosa-audio-feature-extraction</a></li>\n<li><a href=\"https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train\" target=\"_blank\">https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train</a></li>\n<li><a href=\"https://www.kaggle.com/code/hasanbasriakcay/birdclef22-eda-noise-reduction\" target=\"_blank\">https://www.kaggle.com/code/hasanbasriakcay/birdclef22-eda-noise-reduction</a></li>\n<li><a href=\"https://www.kaggle.com/code/kaerunantoka/birdclef2022-ex005-f0-infer\" target=\"_blank\">https://www.kaggle.com/code/kaerunantoka/birdclef2022-ex005-f0-infer</a></li>\n</ol>\n<h3>High scoring approaches</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2022/discussion/327047\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2022/discussion/327047</a> -- rank1</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2022/discussion/326950\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2022/discussion/326950</a> -- rank2</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2022/discussion/327193\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2022/discussion/327193</a> -- rank3</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2022/discussion/326987\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2022/discussion/326987</a> -- rank4</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2022/discussion/327044\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2022/discussion/327044</a> -- rank5</li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/birdclef-2021\" target=\"_blank\">BirdCLEF 2021 - Birdcall Identification</a></h2>\n<h3>Highly voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/kneroma/clean-fast-simple-bird-identifier-inference\" target=\"_blank\">https://www.kaggle.com/code/kneroma/clean-fast-simple-bird-identifier-inference</a></li>\n<li><a href=\"https://www.kaggle.com/code/shreyasajal/birdclef-librosa-audio-feature-extraction\" target=\"_blank\">https://www.kaggle.com/code/shreyasajal/birdclef-librosa-audio-feature-extraction</a></li>\n<li><a href=\"https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train\" target=\"_blank\">https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train</a></li>\n<li><a href=\"https://www.kaggle.com/code/hidehisaarai1213/pytorch-training-birdclef2021-starter\" target=\"_blank\">https://www.kaggle.com/code/hidehisaarai1213/pytorch-training-birdclef2021-starter</a></li>\n<li><a href=\"https://www.kaggle.com/code/kneroma/clean-fast-simple-bird-identifier-training-colab\" target=\"_blank\">https://www.kaggle.com/code/kneroma/clean-fast-simple-bird-identifier-training-colab</a></li>\n</ol>\n<h3>High scoring approaches</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2021/discussion/243304\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2021/discussion/243304</a> -- rank1</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2021/discussion/243463\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2021/discussion/243463</a> -- rank2</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2021/discussion/245708\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2021/discussion/245708</a> -- rank3</li>\n</ol>\n<p>All the best for this season's assignment and happy learning!</p>",
  "messages": [
    {
      "id": "3146313",
      "postDate": "03/10/2025 18:18:54",
      "content": "<p>Hello all,</p>\n<p>Hope the below compiled references are suitable to onboard effectively in this season's Birdclef assignment!</p>\n<h1>Similar assignments and artefacts</h1>\n<h2><a href=\"https://www.kaggle.com/competitions/birdclef-2024\" target=\"_blank\">BirdCLEF 2024</a></h2>\n<h3>Highly voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/jefersonpazze/eda-baseline-birdclef-2024\" target=\"_blank\">https://www.kaggle.com/code/jefersonpazze/eda-baseline-birdclef-2024</a></li>\n<li><a href=\"https://www.kaggle.com/code/ddosad/birdclef-24-data-exploration\" target=\"_blank\">https://www.kaggle.com/code/ddosad/birdclef-24-data-exploration</a></li>\n<li><a href=\"https://www.kaggle.com/code/satyaprakashshukl/birdclef-prediction-analysis\" target=\"_blank\">https://www.kaggle.com/code/satyaprakashshukl/birdclef-prediction-analysis</a></li>\n<li><a href=\"https://www.kaggle.com/code/zijiangyang1116/birdclef-24-efficientnetb0-pytorch-train\" target=\"_blank\">https://www.kaggle.com/code/zijiangyang1116/birdclef-24-efficientnetb0-pytorch-train</a></li>\n<li><a href=\"https://www.kaggle.com/code/myso1987/how-to-submit-to-birdclef-2024\" target=\"_blank\">https://www.kaggle.com/code/myso1987/how-to-submit-to-birdclef-2024</a></li>\n<li><a href=\"https://www.kaggle.com/code/ashokkumarbibbab/birds-classification-in-rfc-model-accuracy-87\" target=\"_blank\">https://www.kaggle.com/code/ashokkumarbibbab/birds-classification-in-rfc-model-accuracy-87</a></li>\n</ol>\n<h3>High scoring approaches</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/512197\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/512197</a> -- rank 1</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/512340\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/512340</a> -- rank 2</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511905\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511905</a> -- rank 3</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511845\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511845</a> -- rank 4</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511535\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511535</a> -- rank 5</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511527\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511527</a> -- rank 6</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511540\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511540</a> -- rank 7</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511528\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511528</a> -- rank 8</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511510\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511510</a> -- rank 9</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511596\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511596</a> -- rank 10</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2024/discussion/511499\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2024/discussion/511499</a> -- rank 11</li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/birdclef-2023\" target=\"_blank\">BirdCLEF 2023</a></h2>\n<h3>Highly voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train\" target=\"_blank\">https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train</a></li>\n<li><a href=\"https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-infer\" target=\"_blank\">https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-infer</a></li>\n<li><a href=\"https://www.kaggle.com/code/awsaf49/birdclef23-effnet-fsr-cutmixup-train\" target=\"_blank\">https://www.kaggle.com/code/awsaf49/birdclef23-effnet-fsr-cutmixup-train</a></li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/birdclef-2022\" target=\"_blank\">BirdCLEF 2022</a></h2>\n<h3>Highly voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/shreyasajal/birdclef-librosa-audio-feature-extraction\" target=\"_blank\">https://www.kaggle.com/code/shreyasajal/birdclef-librosa-audio-feature-extraction</a></li>\n<li><a href=\"https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train\" target=\"_blank\">https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train</a></li>\n<li><a href=\"https://www.kaggle.com/code/hasanbasriakcay/birdclef22-eda-noise-reduction\" target=\"_blank\">https://www.kaggle.com/code/hasanbasriakcay/birdclef22-eda-noise-reduction</a></li>\n<li><a href=\"https://www.kaggle.com/code/kaerunantoka/birdclef2022-ex005-f0-infer\" target=\"_blank\">https://www.kaggle.com/code/kaerunantoka/birdclef2022-ex005-f0-infer</a></li>\n</ol>\n<h3>High scoring approaches</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2022/discussion/327047\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2022/discussion/327047</a> -- rank1</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2022/discussion/326950\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2022/discussion/326950</a> -- rank2</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2022/discussion/327193\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2022/discussion/327193</a> -- rank3</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2022/discussion/326987\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2022/discussion/326987</a> -- rank4</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2022/discussion/327044\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2022/discussion/327044</a> -- rank5</li>\n</ol>\n<h2><a href=\"https://www.kaggle.com/competitions/birdclef-2021\" target=\"_blank\">BirdCLEF 2021 - Birdcall Identification</a></h2>\n<h3>Highly voted kernels</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/code/kneroma/clean-fast-simple-bird-identifier-inference\" target=\"_blank\">https://www.kaggle.com/code/kneroma/clean-fast-simple-bird-identifier-inference</a></li>\n<li><a href=\"https://www.kaggle.com/code/shreyasajal/birdclef-librosa-audio-feature-extraction\" target=\"_blank\">https://www.kaggle.com/code/shreyasajal/birdclef-librosa-audio-feature-extraction</a></li>\n<li><a href=\"https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train\" target=\"_blank\">https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train</a></li>\n<li><a href=\"https://www.kaggle.com/code/hidehisaarai1213/pytorch-training-birdclef2021-starter\" target=\"_blank\">https://www.kaggle.com/code/hidehisaarai1213/pytorch-training-birdclef2021-starter</a></li>\n<li><a href=\"https://www.kaggle.com/code/kneroma/clean-fast-simple-bird-identifier-training-colab\" target=\"_blank\">https://www.kaggle.com/code/kneroma/clean-fast-simple-bird-identifier-training-colab</a></li>\n</ol>\n<h3>High scoring approaches</h3>\n<ol>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2021/discussion/243304\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2021/discussion/243304</a> -- rank1</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2021/discussion/243463\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2021/discussion/243463</a> -- rank2</li>\n<li><a href=\"https://www.kaggle.com/competitions/birdclef-2021/discussion/245708\" target=\"_blank\">https://www.kaggle.com/competitions/birdclef-2021/discussion/245708</a> -- rank3</li>\n</ol>\n<p>All the best for this season's assignment and happy learning!</p>",
      "rawMarkdown": "Hello all,\n\nHope the below compiled references are suitable to onboard effectively in this season's Birdclef assignment!\n\n# Similar assignments and artefacts\n## [BirdCLEF 2024](https://www.kaggle.com/competitions/birdclef-2024)\n### Highly voted kernels \n1. https://www.kaggle.com/code/jefersonpazze/eda-baseline-birdclef-2024\n2. https://www.kaggle.com/code/ddosad/birdclef-24-data-exploration\n3. https://www.kaggle.com/code/satyaprakashshukl/birdclef-prediction-analysis\n4. https://www.kaggle.com/code/zijiangyang1116/birdclef-24-efficientnetb0-pytorch-train\n5. https://www.kaggle.com/code/myso1987/how-to-submit-to-birdclef-2024\n6. https://www.kaggle.com/code/ashokkumarbibbab/birds-classification-in-rfc-model-accuracy-87\n\n### High scoring approaches\n1. https://www.kaggle.com/competitions/birdclef-2024/discussion/512197 -- rank 1\n2. https://www.kaggle.com/competitions/birdclef-2024/discussion/512340 -- rank 2\n3. https://www.kaggle.com/competitions/birdclef-2024/discussion/511905 -- rank 3\n4. https://www.kaggle.com/competitions/birdclef-2024/discussion/511845 -- rank 4\n5. https://www.kaggle.com/competitions/birdclef-2024/discussion/511535 -- rank 5\n6. https://www.kaggle.com/competitions/birdclef-2024/discussion/511527 -- rank 6\n7. https://www.kaggle.com/competitions/birdclef-2024/discussion/511540 -- rank 7\n8. https://www.kaggle.com/competitions/birdclef-2024/discussion/511528 -- rank 8\n9. https://www.kaggle.com/competitions/birdclef-2024/discussion/511510 -- rank 9\n10. https://www.kaggle.com/competitions/birdclef-2024/discussion/511596 -- rank 10\n11. https://www.kaggle.com/competitions/birdclef-2024/discussion/511499 -- rank 11\n\n## [BirdCLEF 2023](https://www.kaggle.com/competitions/birdclef-2023)\n### Highly voted kernels \n1. https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train\n2. https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-infer\n3. https://www.kaggle.com/code/awsaf49/birdclef23-effnet-fsr-cutmixup-train\n\n## [BirdCLEF 2022](https://www.kaggle.com/competitions/birdclef-2022)\n### Highly voted kernels \n1. https://www.kaggle.com/code/shreyasajal/birdclef-librosa-audio-feature-extraction\n2. https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train\n3. https://www.kaggle.com/code/hasanbasriakcay/birdclef22-eda-noise-reduction\n4. https://www.kaggle.com/code/kaerunantoka/birdclef2022-ex005-f0-infer\n\n### High scoring approaches \n1. https://www.kaggle.com/competitions/birdclef-2022/discussion/327047 -- rank1\n2. https://www.kaggle.com/competitions/birdclef-2022/discussion/326950 -- rank2\n3. https://www.kaggle.com/competitions/birdclef-2022/discussion/327193 -- rank3\n4. https://www.kaggle.com/competitions/birdclef-2022/discussion/326987 -- rank4\n5. https://www.kaggle.com/competitions/birdclef-2022/discussion/327044 -- rank5\n\n## [BirdCLEF 2021 - Birdcall Identification](https://www.kaggle.com/competitions/birdclef-2021)\n### Highly voted kernels \n1. https://www.kaggle.com/code/kneroma/clean-fast-simple-bird-identifier-inference\n2. https://www.kaggle.com/code/shreyasajal/birdclef-librosa-audio-feature-extraction\n3. https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train\n4. https://www.kaggle.com/code/hidehisaarai1213/pytorch-training-birdclef2021-starter\n5. https://www.kaggle.com/code/kneroma/clean-fast-simple-bird-identifier-training-colab\n\n### High scoring approaches\n1. https://www.kaggle.com/competitions/birdclef-2021/discussion/243304 -- rank1\n2. https://www.kaggle.com/competitions/birdclef-2021/discussion/243463 -- rank2\n3. https://www.kaggle.com/competitions/birdclef-2021/discussion/245708 -- rank3\n\nAll the best for this season's assignment and happy learning!",
      "votes": null
    },
    {
      "id": "3160543",
      "postDate": "03/26/2025 22:22:38",
      "content": "<p>This is a very useful summary. Thanks for sharing!</p>",
      "rawMarkdown": "This is a very useful summary. Thanks for sharing!",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 3160543,
      "author_name": "",
      "author_url": "",
      "post_date": "03/26/2025 22:22:38",
      "content": "<p>This is a very useful summary. Thanks for sharing!</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "3146313": "Hello all,\n\nHope the below compiled references are suitable to onboard effectively in this season's Birdclef assignment!\n\n# Similar assignments and artefacts\n## [BirdCLEF 2024](https://www.kaggle.com/competitions/birdclef-2024)\n### Highly voted kernels \n1. https://www.kaggle.com/code/jefersonpazze/eda-baseline-birdclef-2024\n2. https://www.kaggle.com/code/ddosad/birdclef-24-data-exploration\n3. https://www.kaggle.com/code/satyaprakashshukl/birdclef-prediction-analysis\n4. https://www.kaggle.com/code/zijiangyang1116/birdclef-24-efficientnetb0-pytorch-train\n5. https://www.kaggle.com/code/myso1987/how-to-submit-to-birdclef-2024\n6. https://www.kaggle.com/code/ashokkumarbibbab/birds-classification-in-rfc-model-accuracy-87\n\n### High scoring approaches\n1. https://www.kaggle.com/competitions/birdclef-2024/discussion/512197 -- rank 1\n2. https://www.kaggle.com/competitions/birdclef-2024/discussion/512340 -- rank 2\n3. https://www.kaggle.com/competitions/birdclef-2024/discussion/511905 -- rank 3\n4. https://www.kaggle.com/competitions/birdclef-2024/discussion/511845 -- rank 4\n5. https://www.kaggle.com/competitions/birdclef-2024/discussion/511535 -- rank 5\n6. https://www.kaggle.com/competitions/birdclef-2024/discussion/511527 -- rank 6\n7. https://www.kaggle.com/competitions/birdclef-2024/discussion/511540 -- rank 7\n8. https://www.kaggle.com/competitions/birdclef-2024/discussion/511528 -- rank 8\n9. https://www.kaggle.com/competitions/birdclef-2024/discussion/511510 -- rank 9\n10. https://www.kaggle.com/competitions/birdclef-2024/discussion/511596 -- rank 10\n11. https://www.kaggle.com/competitions/birdclef-2024/discussion/511499 -- rank 11\n\n## [BirdCLEF 2023](https://www.kaggle.com/competitions/birdclef-2023)\n### Highly voted kernels \n1. https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train\n2. https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-infer\n3. https://www.kaggle.com/code/awsaf49/birdclef23-effnet-fsr-cutmixup-train\n\n## [BirdCLEF 2022](https://www.kaggle.com/competitions/birdclef-2022)\n### Highly voted kernels \n1. https://www.kaggle.com/code/shreyasajal/birdclef-librosa-audio-feature-extraction\n2. https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train\n3. https://www.kaggle.com/code/hasanbasriakcay/birdclef22-eda-noise-reduction\n4. https://www.kaggle.com/code/kaerunantoka/birdclef2022-ex005-f0-infer\n\n### High scoring approaches \n1. https://www.kaggle.com/competitions/birdclef-2022/discussion/327047 -- rank1\n2. https://www.kaggle.com/competitions/birdclef-2022/discussion/326950 -- rank2\n3. https://www.kaggle.com/competitions/birdclef-2022/discussion/327193 -- rank3\n4. https://www.kaggle.com/competitions/birdclef-2022/discussion/326987 -- rank4\n5. https://www.kaggle.com/competitions/birdclef-2022/discussion/327044 -- rank5\n\n## [BirdCLEF 2021 - Birdcall Identification](https://www.kaggle.com/competitions/birdclef-2021)\n### Highly voted kernels \n1. https://www.kaggle.com/code/kneroma/clean-fast-simple-bird-identifier-inference\n2. https://www.kaggle.com/code/shreyasajal/birdclef-librosa-audio-feature-extraction\n3. https://www.kaggle.com/code/awsaf49/birdclef23-pretraining-is-all-you-need-train\n4. https://www.kaggle.com/code/hidehisaarai1213/pytorch-training-birdclef2021-starter\n5. https://www.kaggle.com/code/kneroma/clean-fast-simple-bird-identifier-training-colab\n\n### High scoring approaches\n1. https://www.kaggle.com/competitions/birdclef-2021/discussion/243304 -- rank1\n2. https://www.kaggle.com/competitions/birdclef-2021/discussion/243463 -- rank2\n3. https://www.kaggle.com/competitions/birdclef-2021/discussion/245708 -- rank3\n\nAll the best for this season's assignment and happy learning!",
    "3160543": "This is a very useful summary. Thanks for sharing!"
  },
  "source": "meta"
}