{
  "id": 477341,
  "title": "Improve the result 0.82 to 0.99 ",
  "url": "/competitions/digit-recognizer/discussion/477341",
  "author_name": "Karam ALhanatleh",
  "post_date": "2024-02-15T16:52:54.215000",
  "votes": 4,
  "comment_count": 21,
  "views": null,
  "content": "<p>I'm really happy to improve my skills,<br>\n  Two years ago when I was a beginner, but now my skills are starting to improve a little</p>\n<p>2 years ago: 0.82  score :<br>\nAfter I tried today, my score became 0.992</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F7577589%2Ffb14d73912683369e669c0ec6714f7a9%2F2024-02-15%20194556.jpg?generation=1708016140062777&amp;alt=media\"></p>",
  "messages": [
    {
      "id": 2955044,
      "postDate": "2024-08-10T14:31:06.467Z",
      "content": "<p>I used nn for the same and got a score of 0.89. Will try cnn to improve the score. Thanks for your advice</p>",
      "rawMarkdown": "I used nn for the same and got a score of 0.89. Will try cnn to improve the score. Thanks for your advice",
      "votes": 2,
      "replies": [
        {
          "id": 2955231,
          "postDate": "2024-08-10T19:29:27.023Z",
          "content": "<p>I wish you success </p>",
          "rawMarkdown": "I wish you success "
        },
        {
          "id": 2955334,
          "postDate": "2024-08-10T23:20:43.920Z",
          "content": "<p>Hey, congratulations!</p>\n<p>You could also improve this a lot by using data augmentation and introducing some more architectural changes (such as Batch Normalisation, better hyperparameter search on layer size).</p>\n<p>Also, in case you're looking to get into tabular datasets, you can look at this dataset. <a href=\"https://www.kaggle.com/datasets/sethpointaverage/high-entropy-alloys-properties\" target=\"_blank\">Link to dataset</a></p>",
          "rawMarkdown": "Hey, congratulations!\n\nYou could also improve this a lot by using data augmentation and introducing some more architectural changes (such as Batch Normalisation, better hyperparameter search on layer size).\n\nAlso, in case you're looking to get into tabular datasets, you can look at this dataset. [Link to dataset](https://www.kaggle.com/datasets/sethpointaverage/high-entropy-alloys-properties)\n",
          "votes": 1
        }
      ]
    },
    {
      "id": 2653823,
      "postDate": "2024-02-15T16:52:54.217Z",
      "content": "<p>I'm really happy to improve my skills,<br>\n  Two years ago when I was a beginner, but now my skills are starting to improve a little</p>\n<p>2 years ago: 0.82  score :<br>\nAfter I tried today, my score became 0.992</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F7577589%2Ffb14d73912683369e669c0ec6714f7a9%2F2024-02-15%20194556.jpg?generation=1708016140062777&amp;alt=media\"></p>",
      "rawMarkdown": "I'm really happy to improve my skills,\n  Two years ago when I was a beginner, but now my skills are starting to improve a little\n\n 2 years ago: 0.82  score :\nAfter I tried today, my score became 0.992\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F7577589%2Ffb14d73912683369e669c0ec6714f7a9%2F2024-02-15%20194556.jpg?generation=1708016140062777&alt=media)",
      "votes": 4
    },
    {
      "id": 2860181,
      "postDate": "2024-06-07T12:55:14.937Z",
      "content": "<p>I submitted my first competition with the score of 0.88 . I hope for improvement as i learn more </p>",
      "rawMarkdown": "I submitted my first competition with the score of 0.88 . I hope for improvement as i learn more ",
      "votes": 2,
      "replies": [
        {
          "id": 2860396,
          "postDate": "2024-06-07T15:33:55.003Z",
          "content": "<p>I wish you success</p>",
          "rawMarkdown": "I wish you success"
        }
      ]
    },
    {
      "id": 2839719,
      "postDate": "2024-05-27T16:59:32.977Z",
      "content": "<p>started out with ml and this was my first proper nn project with pytorch. My score is 0.87 hope to increase it just like yours!</p>",
      "rawMarkdown": "started out with ml and this was my first proper nn project with pytorch. My score is 0.87 hope to increase it just like yours!",
      "votes": 2,
      "replies": [
        {
          "id": 2860217,
          "postDate": "2024-06-07T13:20:08.627Z",
          "content": "<p>Congrats bro!</p>",
          "rawMarkdown": "Congrats bro!\n\n\n",
          "votes": 2
        },
        {
          "id": 2955336,
          "postDate": "2024-08-10T23:21:36.387Z",
          "content": "<p>Hey, congratulations!</p>\n<p>You could also improve this a lot by using data augmentation and introducing some more architectural changes (such as Batch Normalisation, better hyperparameter search on layer size).</p>",
          "rawMarkdown": "Hey, congratulations!\n\nYou could also improve this a lot by using data augmentation and introducing some more architectural changes (such as Batch Normalisation, better hyperparameter search on layer size).\n\n\n",
          "votes": 1
        }
      ]
    },
    {
      "id": 2663008,
      "postDate": "2024-02-22T09:20:36.577Z",
      "content": "<p>Hi Karam, I'm a beginner who recently began having an interest in data science, considering you improvements, what was your approach to improving, what did you find the most helpful in more skilled.<br>\nThank you for your time, I look forward to hearing back from you and your insights.</p>",
      "rawMarkdown": "Hi Karam, I'm a beginner who recently began having an interest in data science, considering you improvements, what was your approach to improving, what did you find the most helpful in more skilled.\nThank you for your time, I look forward to hearing back from you and your insights.",
      "votes": 2,
      "replies": [
        {
          "id": 2664893,
          "postDate": "2024-02-23T09:11:22.097Z",
          "content": "<p>Hello brother, experience is accumulated and there is no specific method that you follow. During these two years, I have taken many courses in deep learning and ML. I mean that skill is an accumulated experience in working on projects and many other things, and that each person follows a method that suits him, and the most important thing is continuity. I wish you success, brother </p>",
          "rawMarkdown": "Hello brother, experience is accumulated and there is no specific method that you follow. During these two years, I have taken many courses in deep learning and ML. I mean that skill is an accumulated experience in working on projects and many other things, and that each person follows a method that suits him, and the most important thing is continuity. I wish you success, brother ",
          "votes": 1
        },
        {
          "id": 2955338,
          "postDate": "2024-08-10T23:24:29.753Z",
          "content": "<p>Hey, <br>\nA lot of good competitions on Kaggle (and most real world problems) use Tabular datasets.</p>\n<p>Highly recommend checking out this one for practice, great starting point to learn about one-hot encoding, xgboost, and stuff. <a href=\"https://www.kaggle.com/datasets/sethpointaverage/high-entropy-alloys-properties\" target=\"_blank\">Link to dataset</a></p>",
          "rawMarkdown": "Hey, \nA lot of good competitions on Kaggle (and most real world problems) use Tabular datasets.\n\nHighly recommend checking out this one for practice, great starting point to learn about one-hot encoding, xgboost, and stuff. [Link to dataset](https://www.kaggle.com/datasets/sethpointaverage/high-entropy-alloys-properties)",
          "votes": 1,
          "replies": [
            {
              "id": 2955448,
              "postDate": "2024-08-11T06:04:36.363Z",
              "content": "<p>100٪ of course <br>\nThere are also many different methods </p>",
              "rawMarkdown": "100٪ of course \nThere are also many different methods "
            }
          ]
        }
      ]
    },
    {
      "id": 2823762,
      "postDate": "2024-05-19T12:10:14.093Z",
      "content": "<p>Congrats bro！</p>",
      "rawMarkdown": "Congrats bro！",
      "votes": 1,
      "replies": [
        {
          "id": 2860214,
          "postDate": "2024-06-07T13:19:47.697Z",
          "content": "<p>Thank you bro</p>",
          "rawMarkdown": "Thank you bro"
        }
      ]
    },
    {
      "id": 2751639,
      "postDate": "2024-04-14T11:43:04.160Z",
      "content": "<p>That's a huge increment, Congrats bro! Can you tell me which algorithm you used?</p>",
      "rawMarkdown": "That's a huge increment, Congrats bro! Can you tell me which algorithm you used?",
      "votes": 1,
      "replies": [
        {
          "id": 2752004,
          "postDate": "2024-04-14T16:38:52.890Z",
          "content": "<p>Thank you , i used it convolutional neural network</p>",
          "rawMarkdown": "Thank you , i used it convolutional neural network",
          "votes": 1
        }
      ]
    },
    {
      "id": 2714389,
      "postDate": "2024-03-24T19:48:05.820Z",
      "content": "<p>Good improvement <a href=\"https://www.kaggle.com/karamalhanatleh\" target=\"_blank\">@karamalhanatleh</a> !</p>",
      "rawMarkdown": "Good improvement @karamalhanatleh !",
      "votes": 1,
      "replies": [
        {
          "id": 2715274,
          "postDate": "2024-03-25T12:22:38.583Z",
          "content": "<p>Thank you &gt;&gt;&gt;</p>",
          "rawMarkdown": "Thank you >>>"
        }
      ]
    },
    {
      "id": 2653851,
      "postDate": "2024-02-15T17:10:30.097Z",
      "content": "<p>Congrats bro!</p>",
      "rawMarkdown": "Congrats bro!",
      "votes": 1,
      "replies": [
        {
          "id": 2653879,
          "postDate": "2024-02-15T17:24:39.480Z",
          "content": "<p>Thank you </p>",
          "rawMarkdown": "Thank you "
        }
      ]
    },
    {
      "id": 2753558,
      "postDate": "2024-04-15T15:10:01.290Z",
      "content": "<blockquote>\n  <blockquote>\n    <blockquote>\n      <blockquote>\n        <blockquote>\n          <blockquote>\n            <blockquote>\n              <blockquote>\n                <blockquote>\n                  <p>&gt;</p>\n                </blockquote>\n              </blockquote>\n            </blockquote>\n          </blockquote>\n        </blockquote>\n      </blockquote>\n    </blockquote>\n  </blockquote>\n</blockquote>",
      "rawMarkdown": ">>>>>>>>>>"
    }
  ],
  "comments": [
    {
      "id": 2955044,
      "author_name": "Koshi Jain",
      "author_url": "",
      "post_date": "2024-08-10T14:31:06.467000",
      "content": "<p>I used nn for the same and got a score of 0.89. Will try cnn to improve the score. Thanks for your advice</p>",
      "votes": 2,
      "replies": [
        {
          "id": 2955231,
          "author_name": "Karam ALhanatleh",
          "author_url": "",
          "post_date": "2024-08-10T19:29:27.023000",
          "content": "<p>I wish you success </p>",
          "votes": 0,
          "replies": []
        },
        {
          "id": 2955334,
          "author_name": "sethpointaverage",
          "author_url": "",
          "post_date": "2024-08-10T23:20:43.920000",
          "content": "<p>Hey, congratulations!</p>\n<p>You could also improve this a lot by using data augmentation and introducing some more architectural changes (such as Batch Normalisation, better hyperparameter search on layer size).</p>\n<p>Also, in case you're looking to get into tabular datasets, you can look at this dataset. <a href=\"https://www.kaggle.com/datasets/sethpointaverage/high-entropy-alloys-properties\" target=\"_blank\">Link to dataset</a></p>",
          "votes": 1,
          "replies": []
        }
      ]
    },
    {
      "id": 2860181,
      "author_name": "AayushTiwari",
      "author_url": "",
      "post_date": "2024-06-07T12:55:14.937000",
      "content": "<p>I submitted my first competition with the score of 0.88 . I hope for improvement as i learn more </p>",
      "votes": 2,
      "replies": [
        {
          "id": 2860396,
          "author_name": "Karam ALhanatleh",
          "author_url": "",
          "post_date": "2024-06-07T15:33:55.003000",
          "content": "<p>I wish you success</p>",
          "votes": 0,
          "replies": []
        }
      ]
    },
    {
      "id": 2839719,
      "author_name": "Yash",
      "author_url": "",
      "post_date": "2024-05-27T16:59:32.977000",
      "content": "<p>started out with ml and this was my first proper nn project with pytorch. My score is 0.87 hope to increase it just like yours!</p>",
      "votes": 2,
      "replies": [
        {
          "id": 2860217,
          "author_name": "Karam ALhanatleh",
          "author_url": "",
          "post_date": "2024-06-07T13:20:08.627000",
          "content": "<p>Congrats bro!</p>",
          "votes": 2,
          "replies": []
        },
        {
          "id": 2955336,
          "author_name": "sethpointaverage",
          "author_url": "",
          "post_date": "2024-08-10T23:21:36.387000",
          "content": "<p>Hey, congratulations!</p>\n<p>You could also improve this a lot by using data augmentation and introducing some more architectural changes (such as Batch Normalisation, better hyperparameter search on layer size).</p>",
          "votes": 1,
          "replies": []
        }
      ]
    },
    {
      "id": 2663008,
      "author_name": "Jay Jiao",
      "author_url": "",
      "post_date": "2024-02-22T09:20:36.577000",
      "content": "<p>Hi Karam, I'm a beginner who recently began having an interest in data science, considering you improvements, what was your approach to improving, what did you find the most helpful in more skilled.<br>\nThank you for your time, I look forward to hearing back from you and your insights.</p>",
      "votes": 2,
      "replies": [
        {
          "id": 2664893,
          "author_name": "Karam ALhanatleh",
          "author_url": "",
          "post_date": "2024-02-23T09:11:22.097000",
          "content": "<p>Hello brother, experience is accumulated and there is no specific method that you follow. During these two years, I have taken many courses in deep learning and ML. I mean that skill is an accumulated experience in working on projects and many other things, and that each person follows a method that suits him, and the most important thing is continuity. I wish you success, brother </p>",
          "votes": 1,
          "replies": []
        },
        {
          "id": 2955338,
          "author_name": "sethpointaverage",
          "author_url": "",
          "post_date": "2024-08-10T23:24:29.753000",
          "content": "<p>Hey, <br>\nA lot of good competitions on Kaggle (and most real world problems) use Tabular datasets.</p>\n<p>Highly recommend checking out this one for practice, great starting point to learn about one-hot encoding, xgboost, and stuff. <a href=\"https://www.kaggle.com/datasets/sethpointaverage/high-entropy-alloys-properties\" target=\"_blank\">Link to dataset</a></p>",
          "votes": 1,
          "replies": [
            {
              "id": 2955448,
              "author_name": "Karam ALhanatleh",
              "author_url": "",
              "post_date": "2024-08-11T06:04:36.363000",
              "content": "<p>100٪ of course <br>\nThere are also many different methods </p>",
              "votes": 0,
              "replies": []
            }
          ]
        }
      ]
    },
    {
      "id": 2823762,
      "author_name": "yanweizz",
      "author_url": "",
      "post_date": "2024-05-19T12:10:14.093000",
      "content": "<p>Congrats bro！</p>",
      "votes": 1,
      "replies": [
        {
          "id": 2860214,
          "author_name": "Karam ALhanatleh",
          "author_url": "",
          "post_date": "2024-06-07T13:19:47.697000",
          "content": "<p>Thank you bro</p>",
          "votes": 0,
          "replies": []
        }
      ]
    },
    {
      "id": 2751639,
      "author_name": "Aditya Kumar Tiwari",
      "author_url": "",
      "post_date": "2024-04-14T11:43:04.160000",
      "content": "<p>That's a huge increment, Congrats bro! Can you tell me which algorithm you used?</p>",
      "votes": 1,
      "replies": [
        {
          "id": 2752004,
          "author_name": "Karam ALhanatleh",
          "author_url": "",
          "post_date": "2024-04-14T16:38:52.890000",
          "content": "<p>Thank you , i used it convolutional neural network</p>",
          "votes": 1,
          "replies": []
        }
      ]
    },
    {
      "id": 2714389,
      "author_name": "Shouvik Dey",
      "author_url": "",
      "post_date": "2024-03-24T19:48:05.820000",
      "content": "<p>Good improvement <a href=\"https://www.kaggle.com/karamalhanatleh\" target=\"_blank\">@karamalhanatleh</a> !</p>",
      "votes": 1,
      "replies": [
        {
          "id": 2715274,
          "author_name": "Karam ALhanatleh",
          "author_url": "",
          "post_date": "2024-03-25T12:22:38.583000",
          "content": "<p>Thank you &gt;&gt;&gt;</p>",
          "votes": 0,
          "replies": []
        }
      ]
    },
    {
      "id": 2653851,
      "author_name": "Akul Vaishnavi",
      "author_url": "",
      "post_date": "2024-02-15T17:10:30.097000",
      "content": "<p>Congrats bro!</p>",
      "votes": 1,
      "replies": [
        {
          "id": 2653879,
          "author_name": "Karam ALhanatleh",
          "author_url": "",
          "post_date": "2024-02-15T17:24:39.480000",
          "content": "<p>Thank you </p>",
          "votes": 0,
          "replies": []
        }
      ]
    },
    {
      "id": 2753558,
      "author_name": "Karam ALhanatleh",
      "author_url": "",
      "post_date": "2024-04-15T15:10:01.290000",
      "content": "<blockquote>\n  <blockquote>\n    <blockquote>\n      <blockquote>\n        <blockquote>\n          <blockquote>\n            <blockquote>\n              <blockquote>\n                <blockquote>\n                  <p>&gt;</p>\n                </blockquote>\n              </blockquote>\n            </blockquote>\n          </blockquote>\n        </blockquote>\n      </blockquote>\n    </blockquote>\n  </blockquote>\n</blockquote>",
      "votes": 0,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "2955044": "I used nn for the same and got a score of 0.89. Will try cnn to improve the score. Thanks for your advice",
    "2653823": "I'm really happy to improve my skills,\n  Two years ago when I was a beginner, but now my skills are starting to improve a little\n\n 2 years ago: 0.82  score :\nAfter I tried today, my score became 0.992\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F7577589%2Ffb14d73912683369e669c0ec6714f7a9%2F2024-02-15%20194556.jpg?generation=1708016140062777&alt=media)",
    "2860181": "I submitted my first competition with the score of 0.88 . I hope for improvement as i learn more ",
    "2839719": "started out with ml and this was my first proper nn project with pytorch. My score is 0.87 hope to increase it just like yours!",
    "2663008": "Hi Karam, I'm a beginner who recently began having an interest in data science, considering you improvements, what was your approach to improving, what did you find the most helpful in more skilled.\nThank you for your time, I look forward to hearing back from you and your insights.",
    "2823762": "Congrats bro！",
    "2751639": "That's a huge increment, Congrats bro! Can you tell me which algorithm you used?",
    "2714389": "Good improvement @karamalhanatleh !",
    "2653851": "Congrats bro!",
    "2753558": ">>>>>>>>>>"
  }
}