{
  "id": 307842,
  "title": "BirdCLEF 2021 Solutions",
  "url": "/competitions/birdclef-2022/discussion/307842",
  "author_name": "",
  "post_date": "2022-02-15T21:22:16.514260700Z",
  "votes": 49,
  "comment_count": 10,
  "views": 0,
  "content": "<ul>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243304\" target=\"_blank\">[1st Place] Quick Solution</a> and <a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243927\" target=\"_blank\">[1st Place] Detailed Solution</a> by <a href=\"https://www.kaggle.com/kami634\" target=\"_blank\">@kami634</a> and <a href=\"https://www.kaggle.com/startjapan\" target=\"_blank\">@startjapan</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243463\" target=\"_blank\">2nd place solution</a> by <a href=\"https://www.kaggle.com/philippsinger\" target=\"_blank\">@philippsinger</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/245708\" target=\"_blank\">3rd place submission</a> by <a href=\"https://www.kaggle.com/ludovick\" target=\"_blank\">@ludovick</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243293\" target=\"_blank\">4th place solution</a> by <a href=\"https://www.kaggle.com/tattaka\" target=\"_blank\">@tattaka</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243351\" target=\"_blank\">5th place solution</a> by <a href=\"https://www.kaggle.com/vlomme\" target=\"_blank\">@vlomme</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/244270\" target=\"_blank\">6th place solution</a> by <a href=\"https://www.kaggle.com/raycheung\" target=\"_blank\">@raycheung</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243756\" target=\"_blank\">8th place writeup</a> by <a href=\"https://www.kaggle.com/hidehisaarai1213\" target=\"_blank\">@hidehisaarai1213</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243927\" target=\"_blank\">9th Place solution</a> by <a href=\"https://www.kaggle.com/tezdhar\" target=\"_blank\">@tezdhar</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243360\" target=\"_blank\">My journey (11th solution, with code)</a> by <a href=\"https://www.kaggle.com/cpmpml\" target=\"_blank\">@cpmpml</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/244827\" target=\"_blank\">12th place in one shot</a> by <a href=\"https://www.kaggle.com/janschl\" target=\"_blank\">@janschl</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243343\" target=\"_blank\">Part of the 18th place solution (Iafoss's model)</a> and <a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243671\" target=\"_blank\">Part of the 18th place solution (Naoism's model)</a> by <a href=\"https://www.kaggle.com/iafoss\" target=\"_blank\">@iafoss</a> and <a href=\"https://www.kaggle.com/naoism\" target=\"_blank\">@naoism</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243583\" target=\"_blank\">22nd Place Solution [My journey]</a> by <a href=\"https://www.kaggle.com/imeintanis\" target=\"_blank\">@imeintanis</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243312\" target=\"_blank\">42 solution with code</a> by <a href=\"https://www.kaggle.com/jt120lz\" target=\"_blank\">@jt120lz</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243332\" target=\"_blank\">49 place solution - meh models, +0.04-0.05 private LB post-processing</a> by <a href=\"https://www.kaggle.com/fffrrt\" target=\"_blank\">@fffrrt</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243301\" target=\"_blank\">68 place solution</a> by <a href=\"https://www.kaggle.com/takamichitoda\" target=\"_blank\">@takamichitoda</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243514\" target=\"_blank\">87th solution</a> by <a href=\"https://www.kaggle.com/yoshito\" target=\"_blank\">@yoshito</a>.</li>\n</ul>",
  "messages": [
    {
      "id": "1692136",
      "postDate": "02/15/2022 21:22:16",
      "content": "<ul>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243304\" target=\"_blank\">[1st Place] Quick Solution</a> and <a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243927\" target=\"_blank\">[1st Place] Detailed Solution</a> by <a href=\"https://www.kaggle.com/kami634\" target=\"_blank\">@kami634</a> and <a href=\"https://www.kaggle.com/startjapan\" target=\"_blank\">@startjapan</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243463\" target=\"_blank\">2nd place solution</a> by <a href=\"https://www.kaggle.com/philippsinger\" target=\"_blank\">@philippsinger</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/245708\" target=\"_blank\">3rd place submission</a> by <a href=\"https://www.kaggle.com/ludovick\" target=\"_blank\">@ludovick</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243293\" target=\"_blank\">4th place solution</a> by <a href=\"https://www.kaggle.com/tattaka\" target=\"_blank\">@tattaka</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243351\" target=\"_blank\">5th place solution</a> by <a href=\"https://www.kaggle.com/vlomme\" target=\"_blank\">@vlomme</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/244270\" target=\"_blank\">6th place solution</a> by <a href=\"https://www.kaggle.com/raycheung\" target=\"_blank\">@raycheung</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243756\" target=\"_blank\">8th place writeup</a> by <a href=\"https://www.kaggle.com/hidehisaarai1213\" target=\"_blank\">@hidehisaarai1213</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243927\" target=\"_blank\">9th Place solution</a> by <a href=\"https://www.kaggle.com/tezdhar\" target=\"_blank\">@tezdhar</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243360\" target=\"_blank\">My journey (11th solution, with code)</a> by <a href=\"https://www.kaggle.com/cpmpml\" target=\"_blank\">@cpmpml</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/244827\" target=\"_blank\">12th place in one shot</a> by <a href=\"https://www.kaggle.com/janschl\" target=\"_blank\">@janschl</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243343\" target=\"_blank\">Part of the 18th place solution (Iafoss's model)</a> and <a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243671\" target=\"_blank\">Part of the 18th place solution (Naoism's model)</a> by <a href=\"https://www.kaggle.com/iafoss\" target=\"_blank\">@iafoss</a> and <a href=\"https://www.kaggle.com/naoism\" target=\"_blank\">@naoism</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243583\" target=\"_blank\">22nd Place Solution [My journey]</a> by <a href=\"https://www.kaggle.com/imeintanis\" target=\"_blank\">@imeintanis</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243312\" target=\"_blank\">42 solution with code</a> by <a href=\"https://www.kaggle.com/jt120lz\" target=\"_blank\">@jt120lz</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243332\" target=\"_blank\">49 place solution - meh models, +0.04-0.05 private LB post-processing</a> by <a href=\"https://www.kaggle.com/fffrrt\" target=\"_blank\">@fffrrt</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243301\" target=\"_blank\">68 place solution</a> by <a href=\"https://www.kaggle.com/takamichitoda\" target=\"_blank\">@takamichitoda</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/birdclef-2021/discussion/243514\" target=\"_blank\">87th solution</a> by <a href=\"https://www.kaggle.com/yoshito\" target=\"_blank\">@yoshito</a>.</li>\n</ul>",
      "rawMarkdown": "[[1st Place] Quick Solution](https://www.kaggle.com/c/birdclef-2021/discussion/243304) and [[1st Place] Detailed Solution](https://www.kaggle.com/c/birdclef-2021/discussion/243927) by @kami634 and @startjapan.\n- [2nd place solution](https://www.kaggle.com/c/birdclef-2021/discussion/243463) by @philippsinger.\n- [3rd place submission](https://www.kaggle.com/c/birdclef-2021/discussion/245708) by @ludovick.\n- [4th place solution](https://www.kaggle.com/c/birdclef-2021/discussion/243293) by @tattaka.\n- [5th place solution](https://www.kaggle.com/c/birdclef-2021/discussion/243351) by @vlomme.\n- [6th place solution](https://www.kaggle.com/c/birdclef-2021/discussion/244270) by @raycheung.\n- [8th place writeup](https://www.kaggle.com/c/birdclef-2021/discussion/243756) by @hidehisaarai1213.\n- [9th Place solution](https://www.kaggle.com/c/birdclef-2021/discussion/243927) by @tezdhar.\n- [My journey (11th solution, with code)](https://www.kaggle.com/c/birdclef-2021/discussion/243360) by @cpmpml.\n- [12th place in one shot](https://www.kaggle.com/c/birdclef-2021/discussion/244827) by @janschl.\n- [Part of the 18th place solution (Iafoss's model)](https://www.kaggle.com/c/birdclef-2021/discussion/243343) and [Part of the 18th place solution (Naoism's model)](https://www.kaggle.com/c/birdclef-2021/discussion/243671) by @iafoss and @naoism.\n- [22nd Place Solution [My journey]](https://www.kaggle.com/c/birdclef-2021/discussion/243583) by @imeintanis.\n- [42 solution with code](https://www.kaggle.com/c/birdclef-2021/discussion/243312) by @jt120lz.\n- [49 place solution - meh models, +0.04-0.05 private LB post-processing](https://www.kaggle.com/c/birdclef-2021/discussion/243332) by @fffrrt.\n- [68 place solution](https://www.kaggle.com/c/birdclef-2021/discussion/243301) by @takamichitoda.\n- [87th solution](https://www.kaggle.com/c/birdclef-2021/discussion/243514) by @yoshito.",
      "votes": null
    },
    {
      "id": "1692247",
      "postDate": "02/15/2022 23:12:31",
      "content": "<p>I add here our paper about previous year solution (best wn award):<br>\n<a href=\"https://arxiv.org/abs/2107.04878\" target=\"_blank\">Weakly-Supervised Classification and Detection of Bird Sounds in the Wild. A BirdCLEF 2021 Solution</a> Hope it helps you :)</p>",
      "rawMarkdown": "I add here our paper about previous year solution (best wn award):\n[Weakly-Supervised Classification and Detection of Bird Sounds in the Wild. A BirdCLEF 2021 Solution](https://arxiv.org/abs/2107.04878) Hope it helps you :)",
      "votes": null
    },
    {
      "id": "1692656",
      "postDate": "02/16/2022 06:57:39",
      "content": "<p>This is very helpful, thanks for sharing!!!</p>",
      "rawMarkdown": "This is very helpful, thanks for sharing!!!",
      "votes": null
    },
    {
      "id": "1692657",
      "postDate": "02/16/2022 06:58:05",
      "content": "<p>Congrats on your last year's win!!</p>",
      "rawMarkdown": "Congrats on your last year's win!!",
      "votes": null
    },
    {
      "id": "1693145",
      "postDate": "02/16/2022 13:22:07",
      "content": "<p>My paper was runner up for last year best paper prize. You can find it in the conference proceedings: <a href=\"http://ceur-ws.org/Vol-2936/paper-137.pdf\" target=\"_blank\">http://ceur-ws.org/Vol-2936/paper-137.pdf</a></p>\n<p>Conference proceedings: <a href=\"http://ceur-ws.org/Vol-2936/\" target=\"_blank\">http://ceur-ws.org/Vol-2936/</a></p>",
      "rawMarkdown": "My paper was runner up for last year best paper prize. You can find it in the conference proceedings: http://ceur-ws.org/Vol-2936/paper-137.pdf\n\nConference proceedings: http://ceur-ws.org/Vol-2936/",
      "votes": null
    },
    {
      "id": "1693212",
      "postDate": "02/16/2022 14:14:17",
      "content": "<p>I remember one humbling experience that left me in awe for 1 entire week-when Birdclef 2020 had just launched, I was hosting CPMP for a GM Panel. </p>\n<p>During the backstage prep, I asked Grandmaster if he thought Audio competitions are a bit more challenging, his response was \"I don't know about you but I find all competitions equally challenging\" 🙏</p>",
      "rawMarkdown": "I remember one humbling experience that left me in awe for 1 entire week-when Birdclef 2020 had just launched, I was hosting CPMP for a GM Panel. \n\nDuring the backstage prep, I asked Grandmaster if he thought Audio competitions are a bit more challenging, his response was \"I don't know about you but I find all competitions equally challenging\" 🙏",
      "votes": null
    },
    {
      "id": "1693682",
      "postDate": "02/16/2022 21:35:54",
      "content": "<p>I confirm, I never find any competition to be easy.  And it is getting worse actually, more and more talented kagglers competing.</p>",
      "rawMarkdown": "I confirm, I never find any competition to be easy.  And it is getting worse actually, more and more talented kagglers competing.",
      "votes": null
    },
    {
      "id": "1703868",
      "postDate": "02/25/2022 01:11:23",
      "content": "<p>Hey <a href=\"https://www.kaggle.com/init27\" target=\"_blank\">@init27</a> nice to see you here. Could you please send the link to your talk with <a href=\"https://www.kaggle.com/cpmpml\" target=\"_blank\">@cpmpml</a> ? I could not find it on your YT channel… Thank you!</p>",
      "rawMarkdown": "Hey @init27 nice to see you here. Could you please send the link to your talk with @cpmpml ? I could not find it on your YT channel... Thank you!",
      "votes": null
    },
    {
      "id": "1703913",
      "postDate": "02/25/2022 02:12:56",
      "content": "<p>Thank you.</p>\n<p>I couldn't find the panel I had mentioned but here are the other interview links, I've had the privilege to host CPMP three times 🙏.</p>\n<ul>\n<li><a href=\"https://hackernoon.com/interview-with-twice-kaggle-grandmaster-dr-jean-francois-puget-cpmp-6d92328e433a?ref=hackernoon.com\" target=\"_blank\">Blog Interview</a></li>\n<li><a href=\"https://www.youtube.com/watch?v=wqHlAOFSFuQ&amp;t=155s\" target=\"_blank\">CTDS Show Interview</a>, If you listen via audio, it's the 25th Episode, the 50th interview (counting blogs) I had ever done. If you're in a rush, you can find the transcript <a href=\"https://www.kaggle.com/rohanrao/chai-time-data-science\" target=\"_blank\">here</a>, it's <code>E25</code></li>\n</ul>\n<p>Btw, we didn't discuss CPMP's approach to audio techniques in any of these. However, I will definitely be livestreaming soon where I read through top solutions of previous Birdclef competitions, I'll post the link here once I get a chance to do it. </p>",
      "rawMarkdown": "Thank you.\n\nI couldn't find the panel I had mentioned but here are the other interview links, I've had the privilege to host CPMP three times 🙏.\n\n- [Blog Interview](https://hackernoon.com/interview-with-twice-kaggle-grandmaster-dr-jean-francois-puget-cpmp-6d92328e433a?ref=hackernoon.com)\n- [CTDS Show Interview](https://www.youtube.com/watch?v=wqHlAOFSFuQ&t=155s), If you listen via audio, it's the 25th Episode, the 50th interview (counting blogs) I had ever done. If you're in a rush, you can find the transcript [here](https://www.kaggle.com/rohanrao/chai-time-data-science), it's `E25`\n\nBtw, we didn't discuss CPMP's approach to audio techniques in any of these. However, I will definitely be livestreaming soon where I read through top solutions of previous Birdclef competitions, I'll post the link here once I get a chance to do it.",
      "votes": null
    },
    {
      "id": "1704329",
      "postDate": "02/25/2022 12:32:24",
      "content": "<p>Thanks a lot, I will take a look into it. I am a fan of your content</p>",
      "rawMarkdown": "Thanks a lot, I will take a look into it. I am a fan of your content",
      "votes": null
    },
    {
      "id": "1705358",
      "postDate": "02/26/2022 12:28:56",
      "content": "<p>Thank you so much for the kind words! However, it's not my content-its content by Kagglers where I just act as a medium and ask stupid questions to smart people 🙏</p>",
      "rawMarkdown": "Thank you so much for the kind words! However, it's not my content-its content by Kagglers where I just act as a medium and ask stupid questions to smart people 🙏",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1692247,
      "author_name": "jesucristo",
      "author_url": "",
      "post_date": "02/15/2022 23:12:31",
      "content": "<p>I add here our paper about previous year solution (best wn award):<br>\n<a href=\"https://arxiv.org/abs/2107.04878\" target=\"_blank\">Weakly-Supervised Classification and Detection of Bird Sounds in the Wild. A BirdCLEF 2021 Solution</a> Hope it helps you :)</p>",
      "votes": null,
      "replies": [
        {
          "id": 1692657,
          "author_name": "lallucycle",
          "author_url": "",
          "post_date": "02/16/2022 06:58:05",
          "content": "<p>Congrats on your last year's win!!</p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 1692656,
      "author_name": "lallucycle",
      "author_url": "",
      "post_date": "02/16/2022 06:57:39",
      "content": "<p>This is very helpful, thanks for sharing!!!</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1693145,
      "author_name": "cpmpml",
      "author_url": "",
      "post_date": "02/16/2022 13:22:07",
      "content": "<p>My paper was runner up for last year best paper prize. You can find it in the conference proceedings: <a href=\"http://ceur-ws.org/Vol-2936/paper-137.pdf\" target=\"_blank\">http://ceur-ws.org/Vol-2936/paper-137.pdf</a></p>\n<p>Conference proceedings: <a href=\"http://ceur-ws.org/Vol-2936/\" target=\"_blank\">http://ceur-ws.org/Vol-2936/</a></p>",
      "votes": null,
      "replies": [
        {
          "id": 1693212,
          "author_name": "init27",
          "author_url": "",
          "post_date": "02/16/2022 14:14:17",
          "content": "<p>I remember one humbling experience that left me in awe for 1 entire week-when Birdclef 2020 had just launched, I was hosting CPMP for a GM Panel. </p>\n<p>During the backstage prep, I asked Grandmaster if he thought Audio competitions are a bit more challenging, his response was \"I don't know about you but I find all competitions equally challenging\" 🙏</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1693682,
          "author_name": "cpmpml",
          "author_url": "",
          "post_date": "02/16/2022 21:35:54",
          "content": "<p>I confirm, I never find any competition to be easy.  And it is getting worse actually, more and more talented kagglers competing.</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1703868,
          "author_name": "hinepo",
          "author_url": "",
          "post_date": "02/25/2022 01:11:23",
          "content": "<p>Hey <a href=\"https://www.kaggle.com/init27\" target=\"_blank\">@init27</a> nice to see you here. Could you please send the link to your talk with <a href=\"https://www.kaggle.com/cpmpml\" target=\"_blank\">@cpmpml</a> ? I could not find it on your YT channel… Thank you!</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1703913,
          "author_name": "init27",
          "author_url": "",
          "post_date": "02/25/2022 02:12:56",
          "content": "<p>Thank you.</p>\n<p>I couldn't find the panel I had mentioned but here are the other interview links, I've had the privilege to host CPMP three times 🙏.</p>\n<ul>\n<li><a href=\"https://hackernoon.com/interview-with-twice-kaggle-grandmaster-dr-jean-francois-puget-cpmp-6d92328e433a?ref=hackernoon.com\" target=\"_blank\">Blog Interview</a></li>\n<li><a href=\"https://www.youtube.com/watch?v=wqHlAOFSFuQ&amp;t=155s\" target=\"_blank\">CTDS Show Interview</a>, If you listen via audio, it's the 25th Episode, the 50th interview (counting blogs) I had ever done. If you're in a rush, you can find the transcript <a href=\"https://www.kaggle.com/rohanrao/chai-time-data-science\" target=\"_blank\">here</a>, it's <code>E25</code></li>\n</ul>\n<p>Btw, we didn't discuss CPMP's approach to audio techniques in any of these. However, I will definitely be livestreaming soon where I read through top solutions of previous Birdclef competitions, I'll post the link here once I get a chance to do it. </p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1704329,
          "author_name": "hinepo",
          "author_url": "",
          "post_date": "02/25/2022 12:32:24",
          "content": "<p>Thanks a lot, I will take a look into it. I am a fan of your content</p>",
          "votes": null,
          "replies": []
        },
        {
          "id": 1705358,
          "author_name": "init27",
          "author_url": "",
          "post_date": "02/26/2022 12:28:56",
          "content": "<p>Thank you so much for the kind words! However, it's not my content-its content by Kagglers where I just act as a medium and ask stupid questions to smart people 🙏</p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "1692136": "[[1st Place] Quick Solution](https://www.kaggle.com/c/birdclef-2021/discussion/243304) and [[1st Place] Detailed Solution](https://www.kaggle.com/c/birdclef-2021/discussion/243927) by @kami634 and @startjapan.\n- [2nd place solution](https://www.kaggle.com/c/birdclef-2021/discussion/243463) by @philippsinger.\n- [3rd place submission](https://www.kaggle.com/c/birdclef-2021/discussion/245708) by @ludovick.\n- [4th place solution](https://www.kaggle.com/c/birdclef-2021/discussion/243293) by @tattaka.\n- [5th place solution](https://www.kaggle.com/c/birdclef-2021/discussion/243351) by @vlomme.\n- [6th place solution](https://www.kaggle.com/c/birdclef-2021/discussion/244270) by @raycheung.\n- [8th place writeup](https://www.kaggle.com/c/birdclef-2021/discussion/243756) by @hidehisaarai1213.\n- [9th Place solution](https://www.kaggle.com/c/birdclef-2021/discussion/243927) by @tezdhar.\n- [My journey (11th solution, with code)](https://www.kaggle.com/c/birdclef-2021/discussion/243360) by @cpmpml.\n- [12th place in one shot](https://www.kaggle.com/c/birdclef-2021/discussion/244827) by @janschl.\n- [Part of the 18th place solution (Iafoss's model)](https://www.kaggle.com/c/birdclef-2021/discussion/243343) and [Part of the 18th place solution (Naoism's model)](https://www.kaggle.com/c/birdclef-2021/discussion/243671) by @iafoss and @naoism.\n- [22nd Place Solution [My journey]](https://www.kaggle.com/c/birdclef-2021/discussion/243583) by @imeintanis.\n- [42 solution with code](https://www.kaggle.com/c/birdclef-2021/discussion/243312) by @jt120lz.\n- [49 place solution - meh models, +0.04-0.05 private LB post-processing](https://www.kaggle.com/c/birdclef-2021/discussion/243332) by @fffrrt.\n- [68 place solution](https://www.kaggle.com/c/birdclef-2021/discussion/243301) by @takamichitoda.\n- [87th solution](https://www.kaggle.com/c/birdclef-2021/discussion/243514) by @yoshito.",
    "1692247": "I add here our paper about previous year solution (best wn award):\n[Weakly-Supervised Classification and Detection of Bird Sounds in the Wild. A BirdCLEF 2021 Solution](https://arxiv.org/abs/2107.04878) Hope it helps you :)",
    "1692656": "This is very helpful, thanks for sharing!!!",
    "1692657": "Congrats on your last year's win!!",
    "1693145": "My paper was runner up for last year best paper prize. You can find it in the conference proceedings: http://ceur-ws.org/Vol-2936/paper-137.pdf\n\nConference proceedings: http://ceur-ws.org/Vol-2936/",
    "1693212": "I remember one humbling experience that left me in awe for 1 entire week-when Birdclef 2020 had just launched, I was hosting CPMP for a GM Panel. \n\nDuring the backstage prep, I asked Grandmaster if he thought Audio competitions are a bit more challenging, his response was \"I don't know about you but I find all competitions equally challenging\" 🙏",
    "1693682": "I confirm, I never find any competition to be easy.  And it is getting worse actually, more and more talented kagglers competing.",
    "1703868": "Hey @init27 nice to see you here. Could you please send the link to your talk with @cpmpml ? I could not find it on your YT channel... Thank you!",
    "1703913": "Thank you.\n\nI couldn't find the panel I had mentioned but here are the other interview links, I've had the privilege to host CPMP three times 🙏.\n\n- [Blog Interview](https://hackernoon.com/interview-with-twice-kaggle-grandmaster-dr-jean-francois-puget-cpmp-6d92328e433a?ref=hackernoon.com)\n- [CTDS Show Interview](https://www.youtube.com/watch?v=wqHlAOFSFuQ&t=155s), If you listen via audio, it's the 25th Episode, the 50th interview (counting blogs) I had ever done. If you're in a rush, you can find the transcript [here](https://www.kaggle.com/rohanrao/chai-time-data-science), it's `E25`\n\nBtw, we didn't discuss CPMP's approach to audio techniques in any of these. However, I will definitely be livestreaming soon where I read through top solutions of previous Birdclef competitions, I'll post the link here once I get a chance to do it.",
    "1704329": "Thanks a lot, I will take a look into it. I am a fan of your content",
    "1705358": "Thank you so much for the kind words! However, it's not my content-its content by Kagglers where I just act as a medium and ask stupid questions to smart people 🙏"
  },
  "source": "meta"
}