{
  "id": 194397,
  "title": "Model Explainability",
  "url": "/competitions/riiid-test-answer-prediction/discussion/194397",
  "author_name": "",
  "post_date": "2020-11-01T15:54:31.565519500Z",
  "votes": 2,
  "comment_count": 2,
  "views": 0,
  "content": "<p>Feature interaction with target variable is analysed with the help of SHAP</p>\n<p><a href=\"url\" target=\"_blank\">https://www.kaggle.com/praveengovi/riiid-model-explainability</a></p>\n<ol>\n<li>What are other important Model explainability techniques we can explore</li>\n<li>Can anyone suggest good feature we can derive from dataset and understand the interactions with target </li>\n</ol>",
  "messages": [
    {
      "id": "1066315",
      "postDate": "11/01/2020 15:54:31",
      "content": "<p>Feature interaction with target variable is analysed with the help of SHAP</p>\n<p><a href=\"url\" target=\"_blank\">https://www.kaggle.com/praveengovi/riiid-model-explainability</a></p>\n<ol>\n<li>What are other important Model explainability techniques we can explore</li>\n<li>Can anyone suggest good feature we can derive from dataset and understand the interactions with target </li>\n</ol>",
      "rawMarkdown": "Feature interaction with target variable is analysed with the help of SHAP\n\n[https://www.kaggle.com/praveengovi/riiid-model-explainability](url)\n\n1. What are other important Model explainability techniques we can explore\n2. Can anyone suggest good feature we can derive from dataset and understand the interactions with target",
      "votes": null
    },
    {
      "id": "1069341",
      "postDate": "11/04/2020 10:28:07",
      "content": "<p>Try with <a href=\"https://eli5.readthedocs.io/en/latest/\" target=\"_blank\">ELI5</a><br>\nIt can accept some models as an input and you can see <strong>feature importance</strong> of the model , and <strong>permutation importance</strong> and others.</p>",
      "rawMarkdown": "Try with [ELI5](https://eli5.readthedocs.io/en/latest/)\nIt can accept some models as an input and you can see **feature importance** of the model , and **permutation importance** and others.",
      "votes": null
    },
    {
      "id": "1069350",
      "postDate": "11/04/2020 10:42:37",
      "content": "<p>Thanks Prasanna I will try with Eli5</p>",
      "rawMarkdown": "Thanks Prasanna I will try with Eli5",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1069341,
      "author_name": "vpkprasanna",
      "author_url": "",
      "post_date": "11/04/2020 10:28:07",
      "content": "<p>Try with <a href=\"https://eli5.readthedocs.io/en/latest/\" target=\"_blank\">ELI5</a><br>\nIt can accept some models as an input and you can see <strong>feature importance</strong> of the model , and <strong>permutation importance</strong> and others.</p>",
      "votes": null,
      "replies": [
        {
          "id": 1069350,
          "author_name": "praveengovi",
          "author_url": "",
          "post_date": "11/04/2020 10:42:37",
          "content": "<p>Thanks Prasanna I will try with Eli5</p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "1066315": "Feature interaction with target variable is analysed with the help of SHAP\n\n[https://www.kaggle.com/praveengovi/riiid-model-explainability](url)\n\n1. What are other important Model explainability techniques we can explore\n2. Can anyone suggest good feature we can derive from dataset and understand the interactions with target",
    "1069341": "Try with [ELI5](https://eli5.readthedocs.io/en/latest/)\nIt can accept some models as an input and you can see **feature importance** of the model , and **permutation importance** and others.",
    "1069350": "Thanks Prasanna I will try with Eli5"
  },
  "source": "meta"
}