{
  "id": 512594,
  "title": "5th place solution question",
  "url": "/competitions/birdclef-2024/discussion/512594",
  "author_name": "snehal",
  "post_date": "2024-06-16T01:14:41.939000",
  "votes": 8,
  "comment_count": 0,
  "views": 0,
  "content": "<p>I'm amazed by <a href=\"https://www.kaggle.com/cooolz\" target=\"_blank\">@cooolz</a> solution for this problem. His pipeline seems so simple and he was able to get 0.7+ public lb for each of his raw signal and spectrogram models without pseudolabel or anything too fancy and remain in gold zone even in private. How is this possible?  Even in HMS he was able to build incredibly strong single models. I'm curious what he does differently than others to get this type of performance.</p>",
  "messages": [
    {
      "id": 2874027,
      "postDate": "2024-06-16T01:14:41.940Z",
      "content": "<p>I'm amazed by <a href=\"https://www.kaggle.com/cooolz\" target=\"_blank\">@cooolz</a> solution for this problem. His pipeline seems so simple and he was able to get 0.7+ public lb for each of his raw signal and spectrogram models without pseudolabel or anything too fancy and remain in gold zone even in private. How is this possible?  Even in HMS he was able to build incredibly strong single models. I'm curious what he does differently than others to get this type of performance.</p>",
      "rawMarkdown": "I'm amazed by @cooolz solution for this problem. His pipeline seems so simple and he was able to get 0.7+ public lb for each of his raw signal and spectrogram models without pseudolabel or anything too fancy and remain in gold zone even in private. How is this possible?  Even in HMS he was able to build incredibly strong single models. I'm curious what he does differently than others to get this type of performance.",
      "votes": 8
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "2874027": "I'm amazed by @cooolz solution for this problem. His pipeline seems so simple and he was able to get 0.7+ public lb for each of his raw signal and spectrogram models without pseudolabel or anything too fancy and remain in gold zone even in private. How is this possible?  Even in HMS he was able to build incredibly strong single models. I'm curious what he does differently than others to get this type of performance."
  }
}