{
  "id": 587359,
  "title": "Augmentations that actually work? ",
  "url": "/competitions/cmi-detect-behavior-with-sensor-data/discussion/587359",
  "author_name": "Fir_las_47",
  "post_date": "2025-06-30T19:23:49.779000",
  "votes": 0,
  "comment_count": 3,
  "views": 0,
  "content": "<p>Has anyone had any luck with augments for anything excluding Mixup? I have tried nearly 40 different augmentations and none of them improve my cv. :(</p>",
  "messages": [
    {
      "id": 3237398,
      "postDate": "2025-07-01T04:34:22.360Z",
      "content": "<p>Check this one. <a href=\"https://www.kaggle.com/code/myso1987/cmi3-pyroch-baseline-model-add-aug-folds\" target=\"_blank\">https://www.kaggle.com/code/myso1987/cmi3-pyroch-baseline-model-add-aug-folds</a></p>",
      "rawMarkdown": "Check this one. https://www.kaggle.com/code/myso1987/cmi3-pyroch-baseline-model-add-aug-folds"
    },
    {
      "id": 3236983,
      "postDate": "2025-06-30T19:42:19.793Z",
      "content": "<p>None of them work except for mixup for me.</p>",
      "rawMarkdown": "None of them work except for mixup for me."
    },
    {
      "id": 3236963,
      "postDate": "2025-06-30T19:23:49.780Z",
      "content": "<p>Has anyone had any luck with augments for anything excluding Mixup? I have tried nearly 40 different augmentations and none of them improve my cv. :(</p>",
      "rawMarkdown": "Has anyone had any luck with augments for anything excluding Mixup? I have tried nearly 40 different augmentations and none of them improve my cv. :("
    },
    {
      "id": 3237690,
      "postDate": "2025-07-01T08:34:57.133Z",
      "rawMarkdown": "",
      "isDeleted": true
    }
  ],
  "comments": [
    {
      "id": 3237398,
      "author_name": "CodeHacker",
      "author_url": "",
      "post_date": "2025-07-01T04:34:22.360000",
      "content": "<p>Check this one. <a href=\"https://www.kaggle.com/code/myso1987/cmi3-pyroch-baseline-model-add-aug-folds\" target=\"_blank\">https://www.kaggle.com/code/myso1987/cmi3-pyroch-baseline-model-add-aug-folds</a></p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 3236983,
      "author_name": "menglei",
      "author_url": "",
      "post_date": "2025-06-30T19:42:19.793000",
      "content": "<p>None of them work except for mixup for me.</p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 3237690,
      "author_name": "",
      "author_url": "",
      "post_date": "2025-07-01T08:34:57.133000",
      "content": "",
      "votes": 0,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "3237398": "Check this one. https://www.kaggle.com/code/myso1987/cmi3-pyroch-baseline-model-add-aug-folds",
    "3236983": "None of them work except for mixup for me.",
    "3236963": "Has anyone had any luck with augments for anything excluding Mixup? I have tried nearly 40 different augmentations and none of them improve my cv. :(",
    "3237690": ""
  }
}