{
  "id": 80970,
  "title": "63th single model 5-fold",
  "url": "/competitions/quora-insincere-questions-classification/discussion/80970",
  "author_name": "YaoZeng",
  "post_date": "2019-02-18T09:53:42.012000",
  "votes": 1,
  "comment_count": 0,
  "views": 0,
  "content": "<p>first of all, learn  a lot from others</p>\n\n<p>1、common preprocess  in discussion</p>\n\n<p>2、optim  adam+CLR  fine-tuning step_size=500 (batch_size=1024)</p>\n\n<p>3、model  concat cnn features、rnn k-max feature and attention output</p>\n\n<p>4、 5-fold and 3 epoch every fold</p>\n\n<p><img src=\"https://www.kaggle.com/c/quora-insincere-questions-classification/discussion/80970/pic3.png\" alt=\"model structure\"></p>",
  "messages": [
    {
      "id": 473637,
      "postDate": "2019-02-18T09:53:42.013Z",
      "content": "<p>first of all, learn  a lot from others</p>\n\n<p>1、common preprocess  in discussion</p>\n\n<p>2、optim  adam+CLR  fine-tuning step_size=500 (batch_size=1024)</p>\n\n<p>3、model  concat cnn features、rnn k-max feature and attention output</p>\n\n<p>4、 5-fold and 3 epoch every fold</p>\n\n<p><img src=\"https://www.kaggle.com/c/quora-insincere-questions-classification/discussion/80970/pic3.png\" alt=\"model structure\"></p>",
      "rawMarkdown": "first of all, learn  a lot from others\n\n1、common preprocess  in discussion\n\n2、optim  adam+CLR  fine-tuning step_size=500 (batch_size=1024)\n\n3、model  concat cnn features、rnn k-max feature and attention output\n\n4、 5-fold and 3 epoch every fold\n\n![model structure][1]\n\n\n  [1]: https://www.kaggle.com/c/quora-insincere-questions-classification/discussion/80970/pic3.png",
      "votes": 1
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "473637": "first of all, learn  a lot from others\n\n1、common preprocess  in discussion\n\n2、optim  adam+CLR  fine-tuning step_size=500 (batch_size=1024)\n\n3、model  concat cnn features、rnn k-max feature and attention output\n\n4、 5-fold and 3 epoch every fold\n\n![model structure][1]\n\n\n  [1]: https://www.kaggle.com/c/quora-insincere-questions-classification/discussion/80970/pic3.png"
  }
}