{
  "id": 216897,
  "title": "how to tune lgbm",
  "url": "/competitions/indoor-location-navigation/discussion/216897",
  "author_name": "Ken Miller",
  "post_date": "2021-02-04T13:19:06.386000",
  "votes": 9,
  "comment_count": 0,
  "views": 0,
  "content": "<p>Tuning lightgbm can really help better your LB position.  I have built a notebook that uses optuna to tune the lightgbm.  Here is a link to the documentation of optuna:</p>\n<p><a href=\"https://optuna.org/#code_LightGBM\" target=\"_blank\">https://optuna.org/#code_LightGBM</a></p>\n<p>Here is a link to the notebook example.  Hope it helps.</p>\n<p><a href=\"https://www.kaggle.com/mlconsult/how-to-tune-lgbm-with-optuna\" target=\"_blank\">https://www.kaggle.com/mlconsult/how-to-tune-lgbm-with-optuna</a></p>",
  "messages": [
    {
      "id": 1185897,
      "postDate": "2021-02-04T13:19:06.387Z",
      "content": "<p>Tuning lightgbm can really help better your LB position.  I have built a notebook that uses optuna to tune the lightgbm.  Here is a link to the documentation of optuna:</p>\n<p><a href=\"https://optuna.org/#code_LightGBM\" target=\"_blank\">https://optuna.org/#code_LightGBM</a></p>\n<p>Here is a link to the notebook example.  Hope it helps.</p>\n<p><a href=\"https://www.kaggle.com/mlconsult/how-to-tune-lgbm-with-optuna\" target=\"_blank\">https://www.kaggle.com/mlconsult/how-to-tune-lgbm-with-optuna</a></p>",
      "rawMarkdown": "Tuning lightgbm can really help better your LB position.  I have built a notebook that uses optuna to tune the lightgbm.  Here is a link to the documentation of optuna:\n\nhttps://optuna.org/#code_LightGBM\n\nHere is a link to the notebook example.  Hope it helps.\n\nhttps://www.kaggle.com/mlconsult/how-to-tune-lgbm-with-optuna",
      "votes": 9
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "1185897": "Tuning lightgbm can really help better your LB position.  I have built a notebook that uses optuna to tune the lightgbm.  Here is a link to the documentation of optuna:\n\nhttps://optuna.org/#code_LightGBM\n\nHere is a link to the notebook example.  Hope it helps.\n\nhttps://www.kaggle.com/mlconsult/how-to-tune-lgbm-with-optuna"
  }
}