{
  "id": 324318,
  "title": "Augmentation notebook",
  "url": "/competitions/birdclef-2022/discussion/324318",
  "author_name": "",
  "post_date": "2022-05-11T03:04:46.275443600Z",
  "votes": 18,
  "comment_count": 1,
  "views": 0,
  "content": "<p>In this competition, augmentation is important.<br>\nI introduced high techincal augmentation method in <a href=\"https://www.kaggle.com/competitions/birdclef-2022/discussion/307880\" target=\"_blank\">this topic</a>.</p>\n<p>But <strong>basic augmentation</strong> technique is important.<br>\nIf you want to learn basic augmentation technique,  <a href=\"https://www.kaggle.com/code/hidehisaarai1213/rfcx-audio-data-augmentation-japanese-english\" target=\"_blank\">great notebook</a> is very helpful.</p>\n<p>On the other hand, in this competition, I use basic augmentation below.</p>\n<ul>\n<li>Time shift</li>\n<li>Add pink noise and brown noise</li>\n<li>Mix other audio dataset</li>\n</ul>\n<p>Finaly, I share my basic augmentation <a href=\"https://www.kaggle.com/code/shinmurashinmura/birdclef2022-basic-augmentation/notebook\" target=\"_blank\">notebook</a> (without mixing other audio dataset).</p>",
  "messages": [
    {
      "id": "1784216",
      "postDate": "05/11/2022 03:04:46",
      "content": "<p>In this competition, augmentation is important.<br>\nI introduced high techincal augmentation method in <a href=\"https://www.kaggle.com/competitions/birdclef-2022/discussion/307880\" target=\"_blank\">this topic</a>.</p>\n<p>But <strong>basic augmentation</strong> technique is important.<br>\nIf you want to learn basic augmentation technique,  <a href=\"https://www.kaggle.com/code/hidehisaarai1213/rfcx-audio-data-augmentation-japanese-english\" target=\"_blank\">great notebook</a> is very helpful.</p>\n<p>On the other hand, in this competition, I use basic augmentation below.</p>\n<ul>\n<li>Time shift</li>\n<li>Add pink noise and brown noise</li>\n<li>Mix other audio dataset</li>\n</ul>\n<p>Finaly, I share my basic augmentation <a href=\"https://www.kaggle.com/code/shinmurashinmura/birdclef2022-basic-augmentation/notebook\" target=\"_blank\">notebook</a> (without mixing other audio dataset).</p>",
      "rawMarkdown": "In this competition, augmentation is important.\nI introduced high techincal augmentation method in [this topic](https://www.kaggle.com/competitions/birdclef-2022/discussion/307880).\n\nBut **basic augmentation** technique is important.\nIf you want to learn basic augmentation technique,  [great notebook](https://www.kaggle.com/code/hidehisaarai1213/rfcx-audio-data-augmentation-japanese-english) is very helpful.\n\nOn the other hand, in this competition, I use basic augmentation below.\n+ Time shift\n+ Add pink noise and brown noise\n+ Mix other audio dataset\n\nFinaly, I share my basic augmentation [notebook](https://www.kaggle.com/code/shinmurashinmura/birdclef2022-basic-augmentation/notebook) (without mixing other audio dataset).",
      "votes": null
    },
    {
      "id": "1784532",
      "postDate": "05/11/2022 08:23:16",
      "content": "<p>Thank you for sharing this informative post! The augmentation methods you've described will be very helpful for other Kagglers in this competition. I'm sure many people will find your notebook to be a valuable resource.</p>",
      "rawMarkdown": "Thank you for sharing this informative post! The augmentation methods you've described will be very helpful for other Kagglers in this competition. I'm sure many people will find your notebook to be a valuable resource.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1784532,
      "author_name": "",
      "author_url": "",
      "post_date": "05/11/2022 08:23:16",
      "content": "<p>Thank you for sharing this informative post! The augmentation methods you've described will be very helpful for other Kagglers in this competition. I'm sure many people will find your notebook to be a valuable resource.</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "1784216": "In this competition, augmentation is important.\nI introduced high techincal augmentation method in [this topic](https://www.kaggle.com/competitions/birdclef-2022/discussion/307880).\n\nBut **basic augmentation** technique is important.\nIf you want to learn basic augmentation technique,  [great notebook](https://www.kaggle.com/code/hidehisaarai1213/rfcx-audio-data-augmentation-japanese-english) is very helpful.\n\nOn the other hand, in this competition, I use basic augmentation below.\n+ Time shift\n+ Add pink noise and brown noise\n+ Mix other audio dataset\n\nFinaly, I share my basic augmentation [notebook](https://www.kaggle.com/code/shinmurashinmura/birdclef2022-basic-augmentation/notebook) (without mixing other audio dataset).",
    "1784532": "Thank you for sharing this informative post! The augmentation methods you've described will be very helpful for other Kagglers in this competition. I'm sure many people will find your notebook to be a valuable resource."
  },
  "source": "meta"
}