{
  "id": 249492,
  "title": "Best Notebooks to check -GSDC",
  "url": "/competitions/google-smartphone-decimeter-challenge/discussion/249492",
  "author_name": "",
  "post_date": "2021-06-28T16:31:55.131310100Z",
  "votes": 8,
  "comment_count": 7,
  "views": 0,
  "content": "<p>I have curated all the good notebooks in this competition. Do have a look. Hope this helps everyone!<br>\nSince there are a lot of notebooks, I have tried to summarize the entire thing into max 3 for each category!</p>\n<p><strong>EDA</strong> - </p>\n<ul>\n<li>Google Smartphone Decimeter EDA + Keras (TPU) - by <a href=\"https://www.kaggle.com/jeongyoonlee\" target=\"_blank\">@jeongyoonlee</a>    -  <a href=\"https://www.kaggle.com/jeongyoonlee/google-smartphone-decimeter-eda-keras-tpu\" target=\"_blank\">link</a> Score: 6.752</li>\n<li>EDA+Google Smartphone Decimeter  - by <a href=\"https://www.kaggle.com/yasserhessein\" target=\"_blank\">@yasserhessein</a> - <a href=\"https://www.kaggle.com/yasserhessein/eda-google-smartphone-decimeter\" target=\"_blank\">link</a> - Score 7.19</li>\n</ul>\n<p><strong>Good Models</strong></p>\n<ul>\n<li>GSDC phones mean prediction- by <a href=\"https://www.kaggle.com/t88take\" target=\"_blank\">@t88take</a> - <a href=\"https://www.kaggle.com/t88take/gsdc-phones-mean-prediction\" target=\"_blank\">link</a> - Score 5.639</li>\n<li>GSDC: Position shift - by <a href=\"https://www.kaggle.com/wrrosa\" target=\"_blank\">@wrrosa</a> - <a href=\"https://www.kaggle.com/wrrosa/gsdc-position-shift\" target=\"_blank\">link</a> Score 6.117</li>\n<li>Baseline from host data - by <a href=\"https://www.kaggle.com/jpmiller\" target=\"_blank\">@jpmiller</a> - <a href=\"https://www.kaggle.com/jpmiller/baseline-from-host-data\" target=\"_blank\">link</a>  Score: 7.19</li>\n</ul>\n<p><strong>Unique Techniques</strong></p>\n<ul>\n<li><strong>Kalman Filters</strong><ul>\n<li>Kalman filter - hyperparameter search with BO  - by <a href=\"https://www.kaggle.com/tqa236\" target=\"_blank\">@tqa236</a>  -   <a href=\"https://www.kaggle.com/tqa236/kalman-filter-hyperparameter-search-with-bo\" target=\"_blank\">link</a> Score: 6.204</li>\n<li>Demonstration of the Kalman filter by <a href=\"https://www.kaggle.com/emaerthin\" target=\"_blank\">@emaerthin</a> - <a href=\"https://www.kaggle.com/emaerthin/demonstration-of-the-kalman-filter\" target=\"_blank\">link</a> Score: 6.217</li></ul></li>\n</ul>\n<p>I hope this helps the community.<br>\nAlso, let me know below if there are any other good notebooks to learn from!</p>",
  "messages": [
    {
      "id": "1368528",
      "postDate": "06/28/2021 16:31:55",
      "content": "<p>I have curated all the good notebooks in this competition. Do have a look. Hope this helps everyone!<br>\nSince there are a lot of notebooks, I have tried to summarize the entire thing into max 3 for each category!</p>\n<p><strong>EDA</strong> - </p>\n<ul>\n<li>Google Smartphone Decimeter EDA + Keras (TPU) - by <a href=\"https://www.kaggle.com/jeongyoonlee\" target=\"_blank\">@jeongyoonlee</a>    -  <a href=\"https://www.kaggle.com/jeongyoonlee/google-smartphone-decimeter-eda-keras-tpu\" target=\"_blank\">link</a> Score: 6.752</li>\n<li>EDA+Google Smartphone Decimeter  - by <a href=\"https://www.kaggle.com/yasserhessein\" target=\"_blank\">@yasserhessein</a> - <a href=\"https://www.kaggle.com/yasserhessein/eda-google-smartphone-decimeter\" target=\"_blank\">link</a> - Score 7.19</li>\n</ul>\n<p><strong>Good Models</strong></p>\n<ul>\n<li>GSDC phones mean prediction- by <a href=\"https://www.kaggle.com/t88take\" target=\"_blank\">@t88take</a> - <a href=\"https://www.kaggle.com/t88take/gsdc-phones-mean-prediction\" target=\"_blank\">link</a> - Score 5.639</li>\n<li>GSDC: Position shift - by <a href=\"https://www.kaggle.com/wrrosa\" target=\"_blank\">@wrrosa</a> - <a href=\"https://www.kaggle.com/wrrosa/gsdc-position-shift\" target=\"_blank\">link</a> Score 6.117</li>\n<li>Baseline from host data - by <a href=\"https://www.kaggle.com/jpmiller\" target=\"_blank\">@jpmiller</a> - <a href=\"https://www.kaggle.com/jpmiller/baseline-from-host-data\" target=\"_blank\">link</a>  Score: 7.19</li>\n</ul>\n<p><strong>Unique Techniques</strong></p>\n<ul>\n<li><strong>Kalman Filters</strong><ul>\n<li>Kalman filter - hyperparameter search with BO  - by <a href=\"https://www.kaggle.com/tqa236\" target=\"_blank\">@tqa236</a>  -   <a href=\"https://www.kaggle.com/tqa236/kalman-filter-hyperparameter-search-with-bo\" target=\"_blank\">link</a> Score: 6.204</li>\n<li>Demonstration of the Kalman filter by <a href=\"https://www.kaggle.com/emaerthin\" target=\"_blank\">@emaerthin</a> - <a href=\"https://www.kaggle.com/emaerthin/demonstration-of-the-kalman-filter\" target=\"_blank\">link</a> Score: 6.217</li></ul></li>\n</ul>\n<p>I hope this helps the community.<br>\nAlso, let me know below if there are any other good notebooks to learn from!</p>",
      "rawMarkdown": "I have curated all the good notebooks in this competition. Do have a look. Hope this helps everyone!\nSince there are a lot of notebooks, I have tried to summarize the entire thing into max 3 for each category!\n\n**EDA** - \n-   Google Smartphone Decimeter EDA + Keras (TPU) - by @jeongyoonlee    -  [link](https://www.kaggle.com/jeongyoonlee/google-smartphone-decimeter-eda-keras-tpu) Score: 6.752\n- EDA+Google Smartphone Decimeter  - by @yasserhessein - [link](https://www.kaggle.com/yasserhessein/eda-google-smartphone-decimeter) - Score 7.19\n\n**Good Models**\n- GSDC phones mean prediction- by @t88take - [link](https://www.kaggle.com/t88take/gsdc-phones-mean-prediction) - Score 5.639\n- GSDC: Position shift - by @wrrosa - [link](https://www.kaggle.com/wrrosa/gsdc-position-shift) Score 6.117\n- Baseline from host data - by @jpmiller - [link](https://www.kaggle.com/jpmiller/baseline-from-host-data)  Score: 7.19\n\n\n**Unique Techniques**\n - **Kalman Filters**\n       - Kalman filter - hyperparameter search with BO  - by @tqa236  -   [link](https://www.kaggle.com/tqa236/kalman-filter-hyperparameter-search-with-bo) Score: 6.204\n       - Demonstration of the Kalman filter by @emaerthin - [link](https://www.kaggle.com/emaerthin/demonstration-of-the-kalman-filter) Score: 6.217\n\nI hope this helps the community.\nAlso, let me know below if there are any other good notebooks to learn from!",
      "votes": null
    },
    {
      "id": "1368632",
      "postDate": "06/28/2021 18:24:39",
      "content": "<p>Thanx <a href=\"https://www.kaggle.com/amritpal333\" target=\"_blank\">@amritpal333</a> <br>\nI'm glad you like my project!!✔️</p>",
      "rawMarkdown": "Thanx @amritpal333 \nI'm glad you like my project!!✔️",
      "votes": null
    },
    {
      "id": "1368711",
      "postDate": "06/28/2021 20:05:50",
      "content": "<p>Thank you for this post!</p>",
      "rawMarkdown": "Thank you for this post!",
      "votes": null
    },
    {
      "id": "1369005",
      "postDate": "06/29/2021 04:42:38",
      "content": "<p>Thanks for sharing your work <a href=\"https://www.kaggle.com/yasserhessein\" target=\"_blank\">@yasserhessein</a> </p>",
      "rawMarkdown": "Thanks for sharing your work @yasserhessein",
      "votes": null
    },
    {
      "id": "1369863",
      "postDate": "06/29/2021 17:03:19",
      "content": "<p>thank you for sharing…</p>",
      "rawMarkdown": "thank you for sharing...",
      "votes": null
    },
    {
      "id": "1370344",
      "postDate": "06/30/2021 05:45:41",
      "content": "<p>Happy to be of help <a href=\"https://www.kaggle.com/avivlevi815\" target=\"_blank\">@avivlevi815</a>!</p>",
      "rawMarkdown": "Happy to be of help @avivlevi815!",
      "votes": null
    },
    {
      "id": "1370345",
      "postDate": "06/30/2021 05:46:00",
      "content": "<p>Happy to be of help <a href=\"https://www.kaggle.com/laxmankusuma\" target=\"_blank\">@laxmankusuma</a>!</p>",
      "rawMarkdown": "Happy to be of help @laxmankusuma!",
      "votes": null
    },
    {
      "id": "1377082",
      "postDate": "07/05/2021 15:10:14",
      "content": "<p>Thank you <a href=\"https://www.kaggle.com/amritpal333\" target=\"_blank\">@amritpal333</a> . it's nice compilation!</p>",
      "rawMarkdown": "Thank you @amritpal333 . it's nice compilation!",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1368632,
      "author_name": "yasserhessein",
      "author_url": "",
      "post_date": "06/28/2021 18:24:39",
      "content": "<p>Thanx <a href=\"https://www.kaggle.com/amritpal333\" target=\"_blank\">@amritpal333</a> <br>\nI'm glad you like my project!!✔️</p>",
      "votes": null,
      "replies": [
        {
          "id": 1369005,
          "author_name": "amritpal333",
          "author_url": "",
          "post_date": "06/29/2021 04:42:38",
          "content": "<p>Thanks for sharing your work <a href=\"https://www.kaggle.com/yasserhessein\" target=\"_blank\">@yasserhessein</a> </p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 1368711,
      "author_name": "avivlevi815",
      "author_url": "",
      "post_date": "06/28/2021 20:05:50",
      "content": "<p>Thank you for this post!</p>",
      "votes": null,
      "replies": [
        {
          "id": 1370344,
          "author_name": "amritpal333",
          "author_url": "",
          "post_date": "06/30/2021 05:45:41",
          "content": "<p>Happy to be of help <a href=\"https://www.kaggle.com/avivlevi815\" target=\"_blank\">@avivlevi815</a>!</p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 1369863,
      "author_name": "laxmankusuma",
      "author_url": "",
      "post_date": "06/29/2021 17:03:19",
      "content": "<p>thank you for sharing…</p>",
      "votes": null,
      "replies": [
        {
          "id": 1370345,
          "author_name": "amritpal333",
          "author_url": "",
          "post_date": "06/30/2021 05:46:00",
          "content": "<p>Happy to be of help <a href=\"https://www.kaggle.com/laxmankusuma\" target=\"_blank\">@laxmankusuma</a>!</p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 1377082,
      "author_name": "mustafasenol95",
      "author_url": "",
      "post_date": "07/05/2021 15:10:14",
      "content": "<p>Thank you <a href=\"https://www.kaggle.com/amritpal333\" target=\"_blank\">@amritpal333</a> . it's nice compilation!</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "1368528": "I have curated all the good notebooks in this competition. Do have a look. Hope this helps everyone!\nSince there are a lot of notebooks, I have tried to summarize the entire thing into max 3 for each category!\n\n**EDA** - \n-   Google Smartphone Decimeter EDA + Keras (TPU) - by @jeongyoonlee    -  [link](https://www.kaggle.com/jeongyoonlee/google-smartphone-decimeter-eda-keras-tpu) Score: 6.752\n- EDA+Google Smartphone Decimeter  - by @yasserhessein - [link](https://www.kaggle.com/yasserhessein/eda-google-smartphone-decimeter) - Score 7.19\n\n**Good Models**\n- GSDC phones mean prediction- by @t88take - [link](https://www.kaggle.com/t88take/gsdc-phones-mean-prediction) - Score 5.639\n- GSDC: Position shift - by @wrrosa - [link](https://www.kaggle.com/wrrosa/gsdc-position-shift) Score 6.117\n- Baseline from host data - by @jpmiller - [link](https://www.kaggle.com/jpmiller/baseline-from-host-data)  Score: 7.19\n\n\n**Unique Techniques**\n - **Kalman Filters**\n       - Kalman filter - hyperparameter search with BO  - by @tqa236  -   [link](https://www.kaggle.com/tqa236/kalman-filter-hyperparameter-search-with-bo) Score: 6.204\n       - Demonstration of the Kalman filter by @emaerthin - [link](https://www.kaggle.com/emaerthin/demonstration-of-the-kalman-filter) Score: 6.217\n\nI hope this helps the community.\nAlso, let me know below if there are any other good notebooks to learn from!",
    "1368632": "Thanx @amritpal333 \nI'm glad you like my project!!✔️",
    "1368711": "Thank you for this post!",
    "1369005": "Thanks for sharing your work @yasserhessein",
    "1369863": "thank you for sharing...",
    "1370344": "Happy to be of help @avivlevi815!",
    "1370345": "Happy to be of help @laxmankusuma!",
    "1377082": "Thank you @amritpal333 . it's nice compilation!"
  },
  "source": "meta"
}