{
  "id": 324918,
  "title": "How to Improve the Accuracy over 0.99 on the competition.",
  "url": "/competitions/digit-recognizer/discussion/324918",
  "author_name": "George Puthean",
  "post_date": "2022-05-14T00:29:12.712000",
  "votes": 1,
  "comment_count": 1,
  "views": null,
  "content": "<p>It seems you need to have the convolution 2D layers. Please let me know how the Maxpool2D and Dropouts are used. Also how much effect does learning rate and annealers like callbacks have effect</p>",
  "messages": [
    {
      "id": 1789998,
      "postDate": "2022-05-14T12:18:15.587Z",
      "content": "<p>Nice job on improving the accuracy! I think the convolution 2D layers are definitely helpful in increasing the accuracy. As for the Maxpool2D and Dropouts, they help to reduce overfitting which can lead to higher accuracies. Learning rate and annealers can also have a big effect on accuracy. Keep up the good work!</p>",
      "rawMarkdown": "Nice job on improving the accuracy! I think the convolution 2D layers are definitely helpful in increasing the accuracy. As for the Maxpool2D and Dropouts, they help to reduce overfitting which can lead to higher accuracies. Learning rate and annealers can also have a big effect on accuracy. Keep up the good work!",
      "votes": 2
    },
    {
      "id": 1789502,
      "postDate": "2022-05-14T00:29:12.713Z",
      "content": "<p>It seems you need to have the convolution 2D layers. Please let me know how the Maxpool2D and Dropouts are used. Also how much effect does learning rate and annealers like callbacks have effect</p>",
      "rawMarkdown": "It seems you need to have the convolution 2D layers. Please let me know how the Maxpool2D and Dropouts are used. Also how much effect does learning rate and annealers like callbacks have effect",
      "votes": 1
    }
  ],
  "comments": [
    {
      "id": 1789998,
      "author_name": "",
      "author_url": "",
      "post_date": "2022-05-14T12:18:15.587000",
      "content": "<p>Nice job on improving the accuracy! I think the convolution 2D layers are definitely helpful in increasing the accuracy. As for the Maxpool2D and Dropouts, they help to reduce overfitting which can lead to higher accuracies. Learning rate and annealers can also have a big effect on accuracy. Keep up the good work!</p>",
      "votes": 2,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "1789998": "Nice job on improving the accuracy! I think the convolution 2D layers are definitely helpful in increasing the accuracy. As for the Maxpool2D and Dropouts, they help to reduce overfitting which can lead to higher accuracies. Learning rate and annealers can also have a big effect on accuracy. Keep up the good work!",
    "1789502": "It seems you need to have the convolution 2D layers. Please let me know how the Maxpool2D and Dropouts are used. Also how much effect does learning rate and annealers like callbacks have effect"
  }
}