{
  "id": 305990,
  "title": "Shopee - Price Match Guarantee Solutions",
  "url": "/competitions/h-and-m-personalized-fashion-recommendations/discussion/305990",
  "author_name": "",
  "post_date": "2022-02-07T18:50:08.782439800Z",
  "votes": 38,
  "comment_count": 3,
  "views": 0,
  "content": "<p>As mentioned by <a href=\"https://www.kaggle.com/chiragtagadiya\" target=\"_blank\">@chiragtagadiya</a> in his <a href=\"https://www.kaggle.com/c/h-and-m-personalized-fashion-recommendations/discussion/305980\" target=\"_blank\">post</a>, this competition is almost similar to the <a href=\"https://www.kaggle.com/c/shopee-product-matching\" target=\"_blank\">Shopee - Price Match Guarantee</a>, so I decided to collect the solutions which were made there. </p>\n<ul>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238136\" target=\"_blank\">1st Place Solution - From Embeddings to Matches</a> by <a href=\"https://www.kaggle.com/harangdev\" target=\"_blank\">@harangdev</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238022\" target=\"_blank\">2nd place solution (matching prediction by GAT &amp; LGB)</a> and <a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238362\" target=\"_blank\">2nd Place Solution Code</a> by <a href=\"https://www.kaggle.com/lyakaap\" target=\"_blank\">@lyakaap</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238515\" target=\"_blank\">3rd Place Solution (Triplet loss, Boosting, Clustering)</a> by <a href=\"https://www.kaggle.com/btbpanda\" target=\"_blank\">@btbpanda</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238295\" target=\"_blank\">4th Place Solution</a> by <a href=\"https://www.kaggle.com/ilu000\" target=\"_blank\">@ilu000</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238078\" target=\"_blank\">5th Place Solution</a> by <a href=\"https://www.kaggle.com/aerdem4\" target=\"_blank\">@aerdem4</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238010\" target=\"_blank\">6th place solution</a> by <a href=\"https://www.kaggle.com/kurupical\" target=\"_blank\">@kurupical</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238174\" target=\"_blank\">7th place solution</a> by <a href=\"https://www.kaggle.com/a2015003713\" target=\"_blank\">@a2015003713</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238125\" target=\"_blank\">8th Place Solution Overview</a> by <a href=\"https://www.kaggle.com/knjcode\" target=\"_blank\">@knjcode</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238039\" target=\"_blank\">Public 16th / Private 10th Solution</a> by <a href=\"https://www.kaggle.com/shimacos\" target=\"_blank\">@shimacos</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238181\" target=\"_blank\">11th Place Solution</a> by <a href=\"https://www.kaggle.com/shigemitsutomizawa\" target=\"_blank\">@shigemitsutomizawa</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238033\" target=\"_blank\">14th Place Gold - Image Text Decision Boundary</a> by <a href=\"https://www.kaggle.com/cdeotte\" target=\"_blank\">@cdeotte</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238029\" target=\"_blank\">15th place solution</a> by <a href=\"https://www.kaggle.com/iiyamaiiyama\" target=\"_blank\">@iiyamaiiyama</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238128\" target=\"_blank\">Public 13th / Private 16th solution 💪</a> by <a href=\"https://www.kaggle.com/vicioussong\" target=\"_blank\">@vicioussong</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/237972\" target=\"_blank\">18th place solution - You really don't need big models</a> by <a href=\"https://www.kaggle.com/slawekbiel\" target=\"_blank\">@slawekbiel</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238146\" target=\"_blank\">19 place. Voting and similarity chain</a> by <a href=\"https://www.kaggle.com/nicksergievskiy\" target=\"_blank\">@nicksergievskiy</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238126\" target=\"_blank\">26th Place Solution : Effective Cluster Separation and Neighbour Search</a> by <a href=\"https://www.kaggle.com/tanulsingh077\" target=\"_blank\">@tanulsingh077</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238322\" target=\"_blank\">[31st Place] Object Detection approach</a> by <a href=\"https://www.kaggle.com/atmguille\" target=\"_blank\">@atmguille</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238382\" target=\"_blank\">41th Place : Approach</a> by <a href=\"https://www.kaggle.com/soumya5891\" target=\"_blank\">@soumya5891</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238263\" target=\"_blank\">48th Place Silver - Simple Baseline</a> by <a href=\"https://www.kaggle.com/gerwynng\" target=\"_blank\">@gerwynng</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238149\" target=\"_blank\">62th Place Solution (Stacking Logistic Regression)</a> by <a href=\"https://www.kaggle.com/nistik03\" target=\"_blank\">@nistik03</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238009\" target=\"_blank\">99th solution (threshold calculation)</a> by <a href=\"https://www.kaggle.com/lhagiimn\" target=\"_blank\">@lhagiimn</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238036\" target=\"_blank\">114th Place Solution</a> by <a href=\"https://www.kaggle.com/tmhrkt\" target=\"_blank\">@tmhrkt</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238019\" target=\"_blank\">[129th solution] Fork great code and Add a few lines of code [really simple trick]</a> by <a href=\"https://www.kaggle.com/whitelily\" target=\"_blank\">@whitelily</a>.</li>\n</ul>",
  "messages": [
    {
      "id": "1680365",
      "postDate": "02/07/2022 18:50:08",
      "content": "<p>As mentioned by <a href=\"https://www.kaggle.com/chiragtagadiya\" target=\"_blank\">@chiragtagadiya</a> in his <a href=\"https://www.kaggle.com/c/h-and-m-personalized-fashion-recommendations/discussion/305980\" target=\"_blank\">post</a>, this competition is almost similar to the <a href=\"https://www.kaggle.com/c/shopee-product-matching\" target=\"_blank\">Shopee - Price Match Guarantee</a>, so I decided to collect the solutions which were made there. </p>\n<ul>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238136\" target=\"_blank\">1st Place Solution - From Embeddings to Matches</a> by <a href=\"https://www.kaggle.com/harangdev\" target=\"_blank\">@harangdev</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238022\" target=\"_blank\">2nd place solution (matching prediction by GAT &amp; LGB)</a> and <a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238362\" target=\"_blank\">2nd Place Solution Code</a> by <a href=\"https://www.kaggle.com/lyakaap\" target=\"_blank\">@lyakaap</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238515\" target=\"_blank\">3rd Place Solution (Triplet loss, Boosting, Clustering)</a> by <a href=\"https://www.kaggle.com/btbpanda\" target=\"_blank\">@btbpanda</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238295\" target=\"_blank\">4th Place Solution</a> by <a href=\"https://www.kaggle.com/ilu000\" target=\"_blank\">@ilu000</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238078\" target=\"_blank\">5th Place Solution</a> by <a href=\"https://www.kaggle.com/aerdem4\" target=\"_blank\">@aerdem4</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238010\" target=\"_blank\">6th place solution</a> by <a href=\"https://www.kaggle.com/kurupical\" target=\"_blank\">@kurupical</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238174\" target=\"_blank\">7th place solution</a> by <a href=\"https://www.kaggle.com/a2015003713\" target=\"_blank\">@a2015003713</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238125\" target=\"_blank\">8th Place Solution Overview</a> by <a href=\"https://www.kaggle.com/knjcode\" target=\"_blank\">@knjcode</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238039\" target=\"_blank\">Public 16th / Private 10th Solution</a> by <a href=\"https://www.kaggle.com/shimacos\" target=\"_blank\">@shimacos</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238181\" target=\"_blank\">11th Place Solution</a> by <a href=\"https://www.kaggle.com/shigemitsutomizawa\" target=\"_blank\">@shigemitsutomizawa</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238033\" target=\"_blank\">14th Place Gold - Image Text Decision Boundary</a> by <a href=\"https://www.kaggle.com/cdeotte\" target=\"_blank\">@cdeotte</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238029\" target=\"_blank\">15th place solution</a> by <a href=\"https://www.kaggle.com/iiyamaiiyama\" target=\"_blank\">@iiyamaiiyama</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238128\" target=\"_blank\">Public 13th / Private 16th solution 💪</a> by <a href=\"https://www.kaggle.com/vicioussong\" target=\"_blank\">@vicioussong</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/237972\" target=\"_blank\">18th place solution - You really don't need big models</a> by <a href=\"https://www.kaggle.com/slawekbiel\" target=\"_blank\">@slawekbiel</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238146\" target=\"_blank\">19 place. Voting and similarity chain</a> by <a href=\"https://www.kaggle.com/nicksergievskiy\" target=\"_blank\">@nicksergievskiy</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238126\" target=\"_blank\">26th Place Solution : Effective Cluster Separation and Neighbour Search</a> by <a href=\"https://www.kaggle.com/tanulsingh077\" target=\"_blank\">@tanulsingh077</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238322\" target=\"_blank\">[31st Place] Object Detection approach</a> by <a href=\"https://www.kaggle.com/atmguille\" target=\"_blank\">@atmguille</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238382\" target=\"_blank\">41th Place : Approach</a> by <a href=\"https://www.kaggle.com/soumya5891\" target=\"_blank\">@soumya5891</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238263\" target=\"_blank\">48th Place Silver - Simple Baseline</a> by <a href=\"https://www.kaggle.com/gerwynng\" target=\"_blank\">@gerwynng</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238149\" target=\"_blank\">62th Place Solution (Stacking Logistic Regression)</a> by <a href=\"https://www.kaggle.com/nistik03\" target=\"_blank\">@nistik03</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238009\" target=\"_blank\">99th solution (threshold calculation)</a> by <a href=\"https://www.kaggle.com/lhagiimn\" target=\"_blank\">@lhagiimn</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238036\" target=\"_blank\">114th Place Solution</a> by <a href=\"https://www.kaggle.com/tmhrkt\" target=\"_blank\">@tmhrkt</a>.</li>\n<li><a href=\"https://www.kaggle.com/c/shopee-product-matching/discussion/238019\" target=\"_blank\">[129th solution] Fork great code and Add a few lines of code [really simple trick]</a> by <a href=\"https://www.kaggle.com/whitelily\" target=\"_blank\">@whitelily</a>.</li>\n</ul>",
      "rawMarkdown": "As mentioned by @chiragtagadiya in his [post](https://www.kaggle.com/c/h-and-m-personalized-fashion-recommendations/discussion/305980), this competition is almost similar to the [Shopee - Price Match Guarantee](https://www.kaggle.com/c/shopee-product-matching), so I decided to collect the solutions which were made there. \n\n\n- [1st Place Solution - From Embeddings to Matches](https://www.kaggle.com/c/shopee-product-matching/discussion/238136) by @harangdev.\n- [2nd place solution (matching prediction by GAT & LGB)](https://www.kaggle.com/c/shopee-product-matching/discussion/238022) and [2nd Place Solution Code](https://www.kaggle.com/c/shopee-product-matching/discussion/238362) by @lyakaap.\n- [3rd Place Solution (Triplet loss, Boosting, Clustering)](https://www.kaggle.com/c/shopee-product-matching/discussion/238515) by @btbpanda.\n- [4th Place Solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238295) by @ilu000.\n- [5th Place Solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238078) by @aerdem4.\n- [6th place solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238010) by @kurupical.\n- [7th place solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238174) by @a2015003713.\n- [8th Place Solution Overview](https://www.kaggle.com/c/shopee-product-matching/discussion/238125) by @knjcode.\n- [Public 16th / Private 10th Solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238039) by @shimacos.\n- [11th Place Solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238181) by @shigemitsutomizawa.\n- [14th Place Gold - Image Text Decision Boundary](https://www.kaggle.com/c/shopee-product-matching/discussion/238033) by @cdeotte.\n- [15th place solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238029) by @iiyamaiiyama.\n- [Public 13th / Private 16th solution 💪](https://www.kaggle.com/c/shopee-product-matching/discussion/238128) by @vicioussong.\n- [18th place solution - You really don't need big models](https://www.kaggle.com/c/shopee-product-matching/discussion/237972) by @slawekbiel.\n- [19 place. Voting and similarity chain](https://www.kaggle.com/c/shopee-product-matching/discussion/238146) by @nicksergievskiy.\n- [26th Place Solution : Effective Cluster Separation and Neighbour Search](https://www.kaggle.com/c/shopee-product-matching/discussion/238126) by @tanulsingh077.\n- [[31st Place] Object Detection approach](https://www.kaggle.com/c/shopee-product-matching/discussion/238322) by @atmguille.\n- [41th Place : Approach](https://www.kaggle.com/c/shopee-product-matching/discussion/238382) by @soumya5891.\n- [48th Place Silver - Simple Baseline](https://www.kaggle.com/c/shopee-product-matching/discussion/238263) by @gerwynng.\n- [62th Place Solution (Stacking Logistic Regression)](https://www.kaggle.com/c/shopee-product-matching/discussion/238149) by @nistik03.\n- [99th solution (threshold calculation)](https://www.kaggle.com/c/shopee-product-matching/discussion/238009) by @lhagiimn.\n- [114th Place Solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238036) by @tmhrkt.\n- [[129th solution] Fork great code and Add a few lines of code [really simple trick]](https://www.kaggle.com/c/shopee-product-matching/discussion/238019) by @whitelily.",
      "votes": null
    },
    {
      "id": "1685672",
      "postDate": "02/11/2022 13:07:32",
      "content": "<p>Thanks for sharing</p>",
      "rawMarkdown": "Thanks for sharing",
      "votes": null
    },
    {
      "id": "1685824",
      "postDate": "02/11/2022 15:07:04",
      "content": "<p>thanks alot for sharing</p>",
      "rawMarkdown": "thanks alot for sharing",
      "votes": null
    },
    {
      "id": "1695124",
      "postDate": "02/18/2022 01:10:46",
      "content": "<p>Thanks for sharing</p>",
      "rawMarkdown": "Thanks for sharing",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1685672,
      "author_name": "abdulmanankhalid",
      "author_url": "",
      "post_date": "02/11/2022 13:07:32",
      "content": "<p>Thanks for sharing</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1685824,
      "author_name": "vanforrest314",
      "author_url": "",
      "post_date": "02/11/2022 15:07:04",
      "content": "<p>thanks alot for sharing</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 1695124,
      "author_name": "yuanhangwang",
      "author_url": "",
      "post_date": "02/18/2022 01:10:46",
      "content": "<p>Thanks for sharing</p>",
      "votes": null,
      "replies": []
    }
  ],
  "raw_markdown_by_id": {
    "1680365": "As mentioned by @chiragtagadiya in his [post](https://www.kaggle.com/c/h-and-m-personalized-fashion-recommendations/discussion/305980), this competition is almost similar to the [Shopee - Price Match Guarantee](https://www.kaggle.com/c/shopee-product-matching), so I decided to collect the solutions which were made there. \n\n\n- [1st Place Solution - From Embeddings to Matches](https://www.kaggle.com/c/shopee-product-matching/discussion/238136) by @harangdev.\n- [2nd place solution (matching prediction by GAT & LGB)](https://www.kaggle.com/c/shopee-product-matching/discussion/238022) and [2nd Place Solution Code](https://www.kaggle.com/c/shopee-product-matching/discussion/238362) by @lyakaap.\n- [3rd Place Solution (Triplet loss, Boosting, Clustering)](https://www.kaggle.com/c/shopee-product-matching/discussion/238515) by @btbpanda.\n- [4th Place Solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238295) by @ilu000.\n- [5th Place Solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238078) by @aerdem4.\n- [6th place solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238010) by @kurupical.\n- [7th place solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238174) by @a2015003713.\n- [8th Place Solution Overview](https://www.kaggle.com/c/shopee-product-matching/discussion/238125) by @knjcode.\n- [Public 16th / Private 10th Solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238039) by @shimacos.\n- [11th Place Solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238181) by @shigemitsutomizawa.\n- [14th Place Gold - Image Text Decision Boundary](https://www.kaggle.com/c/shopee-product-matching/discussion/238033) by @cdeotte.\n- [15th place solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238029) by @iiyamaiiyama.\n- [Public 13th / Private 16th solution 💪](https://www.kaggle.com/c/shopee-product-matching/discussion/238128) by @vicioussong.\n- [18th place solution - You really don't need big models](https://www.kaggle.com/c/shopee-product-matching/discussion/237972) by @slawekbiel.\n- [19 place. Voting and similarity chain](https://www.kaggle.com/c/shopee-product-matching/discussion/238146) by @nicksergievskiy.\n- [26th Place Solution : Effective Cluster Separation and Neighbour Search](https://www.kaggle.com/c/shopee-product-matching/discussion/238126) by @tanulsingh077.\n- [[31st Place] Object Detection approach](https://www.kaggle.com/c/shopee-product-matching/discussion/238322) by @atmguille.\n- [41th Place : Approach](https://www.kaggle.com/c/shopee-product-matching/discussion/238382) by @soumya5891.\n- [48th Place Silver - Simple Baseline](https://www.kaggle.com/c/shopee-product-matching/discussion/238263) by @gerwynng.\n- [62th Place Solution (Stacking Logistic Regression)](https://www.kaggle.com/c/shopee-product-matching/discussion/238149) by @nistik03.\n- [99th solution (threshold calculation)](https://www.kaggle.com/c/shopee-product-matching/discussion/238009) by @lhagiimn.\n- [114th Place Solution](https://www.kaggle.com/c/shopee-product-matching/discussion/238036) by @tmhrkt.\n- [[129th solution] Fork great code and Add a few lines of code [really simple trick]](https://www.kaggle.com/c/shopee-product-matching/discussion/238019) by @whitelily.",
    "1685672": "Thanks for sharing",
    "1685824": "thanks alot for sharing",
    "1695124": "Thanks for sharing"
  },
  "source": "meta"
}