{
  "id": 381532,
  "title": "Analysis of different ML models with and without feature engineering.",
  "url": "/competitions/avazu-ctr-prediction/discussion/381532",
  "author_name": "Sharan Harsoor",
  "post_date": "2023-01-27T06:31:05.467000",
  "votes": 0,
  "comment_count": 0,
  "views": 0,
  "content": "<p>Please check my work: <a href=\"https://www.kaggle.com/code/sharanharsoor/ctr-analysis-of-different-ml-models\" target=\"_blank\">https://www.kaggle.com/code/sharanharsoor/ctr-analysis-of-different-ml-models</a><br>\nIn this, I tried to highlight</p>\n<ol>\n<li>Importance of class balance in classification.</li>\n<li>Models with and without feature engineering to address the importance of feature engineering.</li>\n<li>Analysis of different ML models.</li>\n<li>Importance of cross-validation and maintaining the history.</li>\n</ol>\n<p>If you like, please upvote.</p>",
  "messages": [
    {
      "id": 2117255,
      "postDate": "2023-01-27T06:31:05.467Z",
      "content": "<p>Please check my work: <a href=\"https://www.kaggle.com/code/sharanharsoor/ctr-analysis-of-different-ml-models\" target=\"_blank\">https://www.kaggle.com/code/sharanharsoor/ctr-analysis-of-different-ml-models</a><br>\nIn this, I tried to highlight</p>\n<ol>\n<li>Importance of class balance in classification.</li>\n<li>Models with and without feature engineering to address the importance of feature engineering.</li>\n<li>Analysis of different ML models.</li>\n<li>Importance of cross-validation and maintaining the history.</li>\n</ol>\n<p>If you like, please upvote.</p>",
      "rawMarkdown": "Please check my work: https://www.kaggle.com/code/sharanharsoor/ctr-analysis-of-different-ml-models\nIn this, I tried to highlight\n\n1. Importance of class balance in classification.\n2. Models with and without feature engineering to address the importance of feature engineering.\n3. Analysis of different ML models.\n4. Importance of cross-validation and maintaining the history.\n\nIf you like, please upvote.\n\n\n"
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "2117255": "Please check my work: https://www.kaggle.com/code/sharanharsoor/ctr-analysis-of-different-ml-models\nIn this, I tried to highlight\n\n1. Importance of class balance in classification.\n2. Models with and without feature engineering to address the importance of feature engineering.\n3. Analysis of different ML models.\n4. Importance of cross-validation and maintaining the history.\n\nIf you like, please upvote.\n\n\n"
  }
}