{
  "id": 243328,
  "title": "top solutions and approaches",
  "url": "/competitions/birdclef-2021/discussion/243328",
  "author_name": "",
  "post_date": "2021-06-02T04:57:25.849345600Z",
  "votes": 9,
  "comment_count": 1,
  "views": 0,
  "content": "<p>CONGRATSS!! to all the winners!!</p>\n<p>I struggled a lot with my CV and could not get it to work in the end… hoping to learn from all your wonderful solutions and approaches… </p>\n<p></p>\n<p>1st Place <a href=\"https://www.kaggle.com/kami634\" target=\"_blank\">@kami634</a>,  <a href=\"https://www.kaggle.com/startjapan\" target=\"_blank\">@startjapan</a> , <a href=\"https://www.kaggle.com/namakemono\" target=\"_blank\">@namakemono</a> .<br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243304\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243304</a><br>\nmore detailed: <a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243927\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243927</a></p>\n<p>2nd place <a href=\"https://www.kaggle.com/christofhenkel\" target=\"_blank\">@christofhenkel</a>, <a href=\"https://www.kaggle.com/ilu000\" target=\"_blank\">@ilu000</a> and <a href=\"https://www.kaggle.com/philippsinger\" target=\"_blank\">@philippsinger</a> -<br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243463\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243463</a></p>\n<p>4th place solution <a href=\"https://www.kaggle.com/tattaka\" target=\"_blank\">@tattaka</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243293\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243293</a></p>\n<p>5th place <a href=\"https://www.kaggle.com/vlomme\" target=\"_blank\">@vlomme</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243351\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243351</a><br>\n<a href=\"https://www.kaggle.com/c/birdsong-recognition/discussion/183269\" target=\"_blank\">https://www.kaggle.com/c/birdsong-recognition/discussion/183269</a><br>\ncode: <a href=\"https://github.com/vlomme/Birdcall-Identification-competition\" target=\"_blank\">https://github.com/vlomme/Birdcall-Identification-competition</a></p>\n<p>8th <a href=\"https://www.kaggle.com/hidehisaarai1213\" target=\"_blank\">@hidehisaarai1213</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243756\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243756</a></p>\n<p>9th Place solution <a href=\"https://www.kaggle.com/tezdhar\" target=\"_blank\">@tezdhar</a><br>\n <a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243324\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243324</a></p>\n<p>11 th place <a href=\"https://www.kaggle.com/cpmpml\" target=\"_blank\">@cpmpml</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243360\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243360</a></p>\n<p>18th place <a href=\"https://www.kaggle.com/iafoss\" target=\"_blank\">@iafoss</a> <a href=\"https://www.kaggle.com/urvishp80\" target=\"_blank\">@urvishp80</a> , <a href=\"https://www.kaggle.com/whurobin\" target=\"_blank\">@whurobin</a> , <a href=\"https://www.kaggle.com/philipkd\" target=\"_blank\">@philipkd</a> , <a href=\"https://www.kaggle.com/naoism\" target=\"_blank\">@naoism</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243343\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243343</a></p>\n<p>22nd place: <a href=\"https://www.kaggle.com/rohitsingh9990\" target=\"_blank\">@rohitsingh9990</a>  <a href=\"https://www.kaggle.com/tomohiroh\" target=\"_blank\">@tomohiroh</a> <a href=\"https://www.kaggle.com/rsinda\" target=\"_blank\">@rsinda</a> <a href=\"https://www.kaggle.com/imeintanis\" target=\"_blank\">@imeintanis</a> <a href=\"https://www.kaggle.com/jaideepvalani\" target=\"_blank\">@jaideepvalani</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243349\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243349</a></p>\n<p>26th place <a href=\"https://www.kaggle.com/steamedsheep\" target=\"_blank\">@steamedsheep</a>, <a href=\"https://www.kaggle.com/jy2tong\" target=\"_blank\">@jy2tong</a>  <a href=\"https://www.kaggle.com/underwearfitting\" target=\"_blank\">@underwearfitting</a> <a href=\"https://www.kaggle.com/haqishen\" target=\"_blank\">@haqishen</a> <a href=\"https://www.kaggle.com/brutallee\" target=\"_blank\">@brutallee</a><br>\nCode: <a href=\"https://www.kaggle.com/underwearfitting/bird-clef-final-ensemble-v2\" target=\"_blank\">https://www.kaggle.com/underwearfitting/bird-clef-final-ensemble-v2</a></p>\n<p>29th place <a href=\"https://www.kaggle.com/nischaydnk\" target=\"_blank\">@nischaydnk</a> <a href=\"https://www.kaggle.com/tanulsingh077\" target=\"_blank\">@tanulsingh077</a>  <a href=\"https://www.kaggle.com/alex\" target=\"_blank\">@alex</a>  <a href=\"https://www.kaggle.com/parthdhameliya77\" target=\"_blank\">@parthdhameliya77</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243356\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243356</a></p>\n<p>42 solution <a href=\"https://www.kaggle.com/jt120lz\" target=\"_blank\">@jt120lz</a> and <a href=\"https://www.kaggle.com/alenwang\" target=\"_blank\">@alenwang</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243312\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243312</a><br>\nCode: <a href=\"https://www.kaggle.com/jt120lz/clean-fast-simple-bird-identifier-inference\" target=\"_blank\">https://www.kaggle.com/jt120lz/clean-fast-simple-bird-identifier-inference</a></p>\n<p>45th solution <a href=\"https://www.kaggle.com/victorasso\" target=\"_blank\">@victorasso</a><br>\n<a href=\"https://www.kaggle.com/victorasso/birdclef-inference\" target=\"_blank\">https://www.kaggle.com/victorasso/birdclef-inference</a></p>\n<p>49th solution <a href=\"https://www.kaggle.com/fffrrt\" target=\"_blank\">@fffrrt</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243332\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243332</a><br>\ncode: <a href=\"https://www.kaggle.com/fffrrt/location-and-time-postprocessing-birdclef-2021\" target=\"_blank\">https://www.kaggle.com/fffrrt/location-and-time-postprocessing-birdclef-2021</a></p>\n<p>68 place solution:  <a href=\"https://www.kaggle.com/takamichitoda\" target=\"_blank\">@takamichitoda</a>, <a href=\"https://www.kaggle.com/teyosan1229\" target=\"_blank\">@teyosan1229</a> and <a href=\"https://www.kaggle.com/shinmurashinmura\" target=\"_blank\">@shinmurashinmura</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243301\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243301</a><br>\ncode: <a href=\"https://www.kaggle.com/teyosan1229/birdclef-infer-ppno2-3-4-6-7-rex200s-sub\" target=\"_blank\">https://www.kaggle.com/teyosan1229/birdclef-infer-ppno2-3-4-6-7-rex200s-sub</a></p>",
  "messages": [
    {
      "id": "1332362",
      "postDate": "06/02/2021 04:57:25",
      "content": "<p>CONGRATSS!! to all the winners!!</p>\n<p>I struggled a lot with my CV and could not get it to work in the end… hoping to learn from all your wonderful solutions and approaches… </p>\n<p></p>\n<p>1st Place <a href=\"https://www.kaggle.com/kami634\" target=\"_blank\">@kami634</a>,  <a href=\"https://www.kaggle.com/startjapan\" target=\"_blank\">@startjapan</a> , <a href=\"https://www.kaggle.com/namakemono\" target=\"_blank\">@namakemono</a> .<br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243304\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243304</a><br>\nmore detailed: <a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243927\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243927</a></p>\n<p>2nd place <a href=\"https://www.kaggle.com/christofhenkel\" target=\"_blank\">@christofhenkel</a>, <a href=\"https://www.kaggle.com/ilu000\" target=\"_blank\">@ilu000</a> and <a href=\"https://www.kaggle.com/philippsinger\" target=\"_blank\">@philippsinger</a> -<br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243463\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243463</a></p>\n<p>4th place solution <a href=\"https://www.kaggle.com/tattaka\" target=\"_blank\">@tattaka</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243293\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243293</a></p>\n<p>5th place <a href=\"https://www.kaggle.com/vlomme\" target=\"_blank\">@vlomme</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243351\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243351</a><br>\n<a href=\"https://www.kaggle.com/c/birdsong-recognition/discussion/183269\" target=\"_blank\">https://www.kaggle.com/c/birdsong-recognition/discussion/183269</a><br>\ncode: <a href=\"https://github.com/vlomme/Birdcall-Identification-competition\" target=\"_blank\">https://github.com/vlomme/Birdcall-Identification-competition</a></p>\n<p>8th <a href=\"https://www.kaggle.com/hidehisaarai1213\" target=\"_blank\">@hidehisaarai1213</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243756\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243756</a></p>\n<p>9th Place solution <a href=\"https://www.kaggle.com/tezdhar\" target=\"_blank\">@tezdhar</a><br>\n <a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243324\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243324</a></p>\n<p>11 th place <a href=\"https://www.kaggle.com/cpmpml\" target=\"_blank\">@cpmpml</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243360\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243360</a></p>\n<p>18th place <a href=\"https://www.kaggle.com/iafoss\" target=\"_blank\">@iafoss</a> <a href=\"https://www.kaggle.com/urvishp80\" target=\"_blank\">@urvishp80</a> , <a href=\"https://www.kaggle.com/whurobin\" target=\"_blank\">@whurobin</a> , <a href=\"https://www.kaggle.com/philipkd\" target=\"_blank\">@philipkd</a> , <a href=\"https://www.kaggle.com/naoism\" target=\"_blank\">@naoism</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243343\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243343</a></p>\n<p>22nd place: <a href=\"https://www.kaggle.com/rohitsingh9990\" target=\"_blank\">@rohitsingh9990</a>  <a href=\"https://www.kaggle.com/tomohiroh\" target=\"_blank\">@tomohiroh</a> <a href=\"https://www.kaggle.com/rsinda\" target=\"_blank\">@rsinda</a> <a href=\"https://www.kaggle.com/imeintanis\" target=\"_blank\">@imeintanis</a> <a href=\"https://www.kaggle.com/jaideepvalani\" target=\"_blank\">@jaideepvalani</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243349\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243349</a></p>\n<p>26th place <a href=\"https://www.kaggle.com/steamedsheep\" target=\"_blank\">@steamedsheep</a>, <a href=\"https://www.kaggle.com/jy2tong\" target=\"_blank\">@jy2tong</a>  <a href=\"https://www.kaggle.com/underwearfitting\" target=\"_blank\">@underwearfitting</a> <a href=\"https://www.kaggle.com/haqishen\" target=\"_blank\">@haqishen</a> <a href=\"https://www.kaggle.com/brutallee\" target=\"_blank\">@brutallee</a><br>\nCode: <a href=\"https://www.kaggle.com/underwearfitting/bird-clef-final-ensemble-v2\" target=\"_blank\">https://www.kaggle.com/underwearfitting/bird-clef-final-ensemble-v2</a></p>\n<p>29th place <a href=\"https://www.kaggle.com/nischaydnk\" target=\"_blank\">@nischaydnk</a> <a href=\"https://www.kaggle.com/tanulsingh077\" target=\"_blank\">@tanulsingh077</a>  <a href=\"https://www.kaggle.com/alex\" target=\"_blank\">@alex</a>  <a href=\"https://www.kaggle.com/parthdhameliya77\" target=\"_blank\">@parthdhameliya77</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243356\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243356</a></p>\n<p>42 solution <a href=\"https://www.kaggle.com/jt120lz\" target=\"_blank\">@jt120lz</a> and <a href=\"https://www.kaggle.com/alenwang\" target=\"_blank\">@alenwang</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243312\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243312</a><br>\nCode: <a href=\"https://www.kaggle.com/jt120lz/clean-fast-simple-bird-identifier-inference\" target=\"_blank\">https://www.kaggle.com/jt120lz/clean-fast-simple-bird-identifier-inference</a></p>\n<p>45th solution <a href=\"https://www.kaggle.com/victorasso\" target=\"_blank\">@victorasso</a><br>\n<a href=\"https://www.kaggle.com/victorasso/birdclef-inference\" target=\"_blank\">https://www.kaggle.com/victorasso/birdclef-inference</a></p>\n<p>49th solution <a href=\"https://www.kaggle.com/fffrrt\" target=\"_blank\">@fffrrt</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243332\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243332</a><br>\ncode: <a href=\"https://www.kaggle.com/fffrrt/location-and-time-postprocessing-birdclef-2021\" target=\"_blank\">https://www.kaggle.com/fffrrt/location-and-time-postprocessing-birdclef-2021</a></p>\n<p>68 place solution:  <a href=\"https://www.kaggle.com/takamichitoda\" target=\"_blank\">@takamichitoda</a>, <a href=\"https://www.kaggle.com/teyosan1229\" target=\"_blank\">@teyosan1229</a> and <a href=\"https://www.kaggle.com/shinmurashinmura\" target=\"_blank\">@shinmurashinmura</a><br>\n<a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243301\" target=\"_blank\">https://www.kaggle.com/c/birdclef-2021/discussion/243301</a><br>\ncode: <a href=\"https://www.kaggle.com/teyosan1229/birdclef-infer-ppno2-3-4-6-7-rex200s-sub\" target=\"_blank\">https://www.kaggle.com/teyosan1229/birdclef-infer-ppno2-3-4-6-7-rex200s-sub</a></p>",
      "rawMarkdown": "CONGRATSS!! to all the winners!!\n\n I struggled a lot with my CV and could not get it to work in the end... hoping to learn from all your wonderful solutions and approaches... \n\n\n\n<pls comment if I missed anyone. Thanks!!>\n\n1st Place @kami634,  @startjapan , @namakemono .\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243304\nmore detailed: https://www.kaggle.com/c/birdclef-2021/discussion/243927\n\n2nd place @christofhenkel, @ilu000 and @philippsinger -\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243463\n\n4th place solution @tattaka\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243293\n\n5th place @vlomme\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243351\nhttps://www.kaggle.com/c/birdsong-recognition/discussion/183269\ncode: https://github.com/vlomme/Birdcall-Identification-competition\n\n8th @hidehisaarai1213\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243756\n\n9th Place solution @tezdhar\n https://www.kaggle.com/c/birdclef-2021/discussion/243324\n\n11 th place @cpmpml\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243360\n\n18th place @iafoss @urvishp80 , @whurobin , @philipkd , @naoism\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243343\n\n\n22nd place: @rohitsingh9990  @tomohiroh @rsinda @imeintanis @jaideepvalani\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243349\n\n26th place @steamedsheep, @jy2tong  @underwearfitting @haqishen @brutallee\nCode: https://www.kaggle.com/underwearfitting/bird-clef-final-ensemble-v2\n\n29th place @nischaydnk @tanulsingh077  @alex  @parthdhameliya77\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243356\n\n\n42 solution @jt120lz and @alenwang\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243312\nCode: https://www.kaggle.com/jt120lz/clean-fast-simple-bird-identifier-inference\n\n45th solution @victorasso\nhttps://www.kaggle.com/victorasso/birdclef-inference\n\n49th solution @fffrrt\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243332\ncode: https://www.kaggle.com/fffrrt/location-and-time-postprocessing-birdclef-2021\n\n68 place solution:  @takamichitoda, @teyosan1229 and @shinmurashinmura\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243301\ncode: https://www.kaggle.com/teyosan1229/birdclef-infer-ppno2-3-4-6-7-rex200s-sub",
      "votes": null
    },
    {
      "id": "1332469",
      "postDate": "06/02/2021 06:21:08",
      "content": "<p>I was planning to do a similar thread, thanks for sharing. 👌</p>",
      "rawMarkdown": "I was planning to do a similar thread, thanks for sharing. 👌",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1332469,
      "author_name": "yassinealouini",
      "author_url": "",
      "post_date": "06/02/2021 06:21:08",
      "content": "<p>I was planning to do a similar thread, thanks for sharing. 👌</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "1332362": "CONGRATSS!! to all the winners!!\n\n I struggled a lot with my CV and could not get it to work in the end... hoping to learn from all your wonderful solutions and approaches... \n\n\n\n<pls comment if I missed anyone. Thanks!!>\n\n1st Place @kami634,  @startjapan , @namakemono .\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243304\nmore detailed: https://www.kaggle.com/c/birdclef-2021/discussion/243927\n\n2nd place @christofhenkel, @ilu000 and @philippsinger -\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243463\n\n4th place solution @tattaka\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243293\n\n5th place @vlomme\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243351\nhttps://www.kaggle.com/c/birdsong-recognition/discussion/183269\ncode: https://github.com/vlomme/Birdcall-Identification-competition\n\n8th @hidehisaarai1213\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243756\n\n9th Place solution @tezdhar\n https://www.kaggle.com/c/birdclef-2021/discussion/243324\n\n11 th place @cpmpml\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243360\n\n18th place @iafoss @urvishp80 , @whurobin , @philipkd , @naoism\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243343\n\n\n22nd place: @rohitsingh9990  @tomohiroh @rsinda @imeintanis @jaideepvalani\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243349\n\n26th place @steamedsheep, @jy2tong  @underwearfitting @haqishen @brutallee\nCode: https://www.kaggle.com/underwearfitting/bird-clef-final-ensemble-v2\n\n29th place @nischaydnk @tanulsingh077  @alex  @parthdhameliya77\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243356\n\n\n42 solution @jt120lz and @alenwang\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243312\nCode: https://www.kaggle.com/jt120lz/clean-fast-simple-bird-identifier-inference\n\n45th solution @victorasso\nhttps://www.kaggle.com/victorasso/birdclef-inference\n\n49th solution @fffrrt\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243332\ncode: https://www.kaggle.com/fffrrt/location-and-time-postprocessing-birdclef-2021\n\n68 place solution:  @takamichitoda, @teyosan1229 and @shinmurashinmura\nhttps://www.kaggle.com/c/birdclef-2021/discussion/243301\ncode: https://www.kaggle.com/teyosan1229/birdclef-infer-ppno2-3-4-6-7-rex200s-sub",
    "1332469": "I was planning to do a similar thread, thanks for sharing. 👌"
  },
  "source": "meta"
}