{
  "id": 351170,
  "title": "Starter Forum",
  "url": "/competitions/mayo-clinic-strip-ai/discussion/351170",
  "author_name": "Bilal Aamer",
  "post_date": "2022-09-08T19:12:51.855000",
  "votes": 1,
  "comment_count": 1,
  "views": 0,
  "content": "<p>Hi all, </p>\n<p>Just going to start out in this competition:</p>\n<p>Please drop any pointer to where to look into and what to do from your experience:</p>\n<p>Thanks in advance :)</p>",
  "messages": [
    {
      "id": 1933110,
      "postDate": "2022-09-10T09:12:40.080Z",
      "content": "<p>Hi and welcome! Best you start from some of the existing notebooks. There's some out there which start with a nice baseline score of 0.5, something like this for example</p>\n<p><a href=\"https://www.kaggle.com/code/rishavnandi/mayo-clinic\" target=\"_blank\">https://www.kaggle.com/code/rishavnandi/mayo-clinic</a></p>\n<p>You'll notice there's room for improvement. Things like image augmentation and data preprocessing could be added. I would also recommend a random weighted sampler as there is a class imbalance. You could have a look at the numerous EDA notebooks available in the code section.</p>\n<p>That should get you started. Good luck!</p>",
      "rawMarkdown": "Hi and welcome! Best you start from some of the existing notebooks. There's some out there which start with a nice baseline score of 0.5, something like this for example\n\nhttps://www.kaggle.com/code/rishavnandi/mayo-clinic\n\nYou'll notice there's room for improvement. Things like image augmentation and data preprocessing could be added. I would also recommend a random weighted sampler as there is a class imbalance. You could have a look at the numerous EDA notebooks available in the code section.\n\nThat should get you started. Good luck!",
      "votes": 1
    },
    {
      "id": 1931564,
      "postDate": "2022-09-08T19:12:51.857Z",
      "content": "<p>Hi all, </p>\n<p>Just going to start out in this competition:</p>\n<p>Please drop any pointer to where to look into and what to do from your experience:</p>\n<p>Thanks in advance :)</p>",
      "rawMarkdown": "Hi all, \n\nJust going to start out in this competition:\n\nPlease drop any pointer to where to look into and what to do from your experience:\n\nThanks in advance :)",
      "votes": 1
    }
  ],
  "comments": [
    {
      "id": 1933110,
      "author_name": "Arthur",
      "author_url": "",
      "post_date": "2022-09-10T09:12:40.080000",
      "content": "<p>Hi and welcome! Best you start from some of the existing notebooks. There's some out there which start with a nice baseline score of 0.5, something like this for example</p>\n<p><a href=\"https://www.kaggle.com/code/rishavnandi/mayo-clinic\" target=\"_blank\">https://www.kaggle.com/code/rishavnandi/mayo-clinic</a></p>\n<p>You'll notice there's room for improvement. Things like image augmentation and data preprocessing could be added. I would also recommend a random weighted sampler as there is a class imbalance. You could have a look at the numerous EDA notebooks available in the code section.</p>\n<p>That should get you started. Good luck!</p>",
      "votes": 1,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "1933110": "Hi and welcome! Best you start from some of the existing notebooks. There's some out there which start with a nice baseline score of 0.5, something like this for example\n\nhttps://www.kaggle.com/code/rishavnandi/mayo-clinic\n\nYou'll notice there's room for improvement. Things like image augmentation and data preprocessing could be added. I would also recommend a random weighted sampler as there is a class imbalance. You could have a look at the numerous EDA notebooks available in the code section.\n\nThat should get you started. Good luck!",
    "1931564": "Hi all, \n\nJust going to start out in this competition:\n\nPlease drop any pointer to where to look into and what to do from your experience:\n\nThanks in advance :)"
  }
}