{
  "id": 518946,
  "title": "That felt good",
  "url": "/competitions/leash-BELKA/discussion/518946",
  "author_name": "Matt McDonagh",
  "post_date": "2024-07-09T01:30:36.384000",
  "votes": 1,
  "comment_count": 0,
  "views": 0,
  "content": "<p>I usually obsess over things that don't matter.</p>\n<p>For two straight weeks I thought about how to thoroughly analyze and explore the dataset to identify patterns, anomalies, and potential features that can be engineered. Understanding the relationship between features… and which features to introduce was my second favorite part.</p>\n<p>I was using vis tools and statistical techniques to gain insights.</p>\n<p>My favorite was experimenting with different model architectures.</p>\n<p>I used GATs and GRUs mostly (some XGBoost too).</p>\n<p>According to the results I missed (quite) a few tricks.</p>\n<p>Can't wait to learn. </p>",
  "messages": [
    {
      "id": 2912591,
      "postDate": "2024-07-09T01:30:36.383Z",
      "content": "<p>I usually obsess over things that don't matter.</p>\n<p>For two straight weeks I thought about how to thoroughly analyze and explore the dataset to identify patterns, anomalies, and potential features that can be engineered. Understanding the relationship between features… and which features to introduce was my second favorite part.</p>\n<p>I was using vis tools and statistical techniques to gain insights.</p>\n<p>My favorite was experimenting with different model architectures.</p>\n<p>I used GATs and GRUs mostly (some XGBoost too).</p>\n<p>According to the results I missed (quite) a few tricks.</p>\n<p>Can't wait to learn. </p>",
      "rawMarkdown": "I usually obsess over things that don't matter.\n\nFor two straight weeks I thought about how to thoroughly analyze and explore the dataset to identify patterns, anomalies, and potential features that can be engineered. Understanding the relationship between features... and which features to introduce was my second favorite part.\n\nI was using vis tools and statistical techniques to gain insights.\n\nMy favorite was experimenting with different model architectures.\n\nI used GATs and GRUs mostly (some XGBoost too).\n\nAccording to the results I missed (quite) a few tricks.\n\nCan't wait to learn. \n",
      "votes": 1
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "2912591": "I usually obsess over things that don't matter.\n\nFor two straight weeks I thought about how to thoroughly analyze and explore the dataset to identify patterns, anomalies, and potential features that can be engineered. Understanding the relationship between features... and which features to introduce was my second favorite part.\n\nI was using vis tools and statistical techniques to gain insights.\n\nMy favorite was experimenting with different model architectures.\n\nI used GATs and GRUs mostly (some XGBoost too).\n\nAccording to the results I missed (quite) a few tricks.\n\nCan't wait to learn. \n"
  }
}