{
  "id": 580270,
  "title": "Winning Solutions from Past Trading Competitions",
  "url": "/competitions/drw-crypto-market-prediction/discussion/580270",
  "author_name": "",
  "post_date": "2025-05-23T12:51:36.386447900Z",
  "votes": 16,
  "comment_count": 2,
  "views": 0,
  "content": "<p>Hey, there! <br>\nCompiling winning solutions from the past trading competitions : </p>\n<p><strong>1. G-Research Crypto Forecasting</strong> - Use your ML expertise to predict real crypto market data</p>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/g-research-crypto-forecasting/discussion/323098\" target=\"_blank\">2nd place solution</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/g-research-crypto-forecasting/discussion/323703\" target=\"_blank\">3rd place solution</a></li>\n</ul>\n<p><strong>2. Optiver - Trading at the Close</strong></p>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/optiver-trading-at-the-close/discussion/487446\" target=\"_blank\">1st place solution</a></li>\n</ul>\n<p><strong>3. Jane Street Market Prediction</strong></p>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/jane-street-market-prediction/discussion/224348\" target=\"_blank\">Yirun's Solution (1st place): Training Supervised Autoencoder with MLP</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/jane-street-market-prediction/discussion/224713\" target=\"_blank\">3rd place solution: Ensembles of deep (49 layer) MLPs</a></li>\n</ul>\n<p><strong>4. Ubiquant Market Prediction</strong></p>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338220\" target=\"_blank\">[1st Place Solution] - Our Betting Strategy</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338615\" target=\"_blank\">[2nd Place Solution] - Robust CV and LGBM</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338561\" target=\"_blank\">3rd Place Solution - 5 seeds ensemble transforme</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338400\" target=\"_blank\">5th place solution, single NN model</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338293\" target=\"_blank\">7th place solution, single model, no supplemental data used</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338236\" target=\"_blank\">8th place solution</a></li>\n</ul>",
  "messages": [
    {
      "id": "3207937",
      "postDate": "05/23/2025 12:51:36",
      "content": "<p>Hey, there! <br>\nCompiling winning solutions from the past trading competitions : </p>\n<p><strong>1. G-Research Crypto Forecasting</strong> - Use your ML expertise to predict real crypto market data</p>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/g-research-crypto-forecasting/discussion/323098\" target=\"_blank\">2nd place solution</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/g-research-crypto-forecasting/discussion/323703\" target=\"_blank\">3rd place solution</a></li>\n</ul>\n<p><strong>2. Optiver - Trading at the Close</strong></p>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/optiver-trading-at-the-close/discussion/487446\" target=\"_blank\">1st place solution</a></li>\n</ul>\n<p><strong>3. Jane Street Market Prediction</strong></p>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/jane-street-market-prediction/discussion/224348\" target=\"_blank\">Yirun's Solution (1st place): Training Supervised Autoencoder with MLP</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/jane-street-market-prediction/discussion/224713\" target=\"_blank\">3rd place solution: Ensembles of deep (49 layer) MLPs</a></li>\n</ul>\n<p><strong>4. Ubiquant Market Prediction</strong></p>\n<ul>\n<li><a href=\"https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338220\" target=\"_blank\">[1st Place Solution] - Our Betting Strategy</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338615\" target=\"_blank\">[2nd Place Solution] - Robust CV and LGBM</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338561\" target=\"_blank\">3rd Place Solution - 5 seeds ensemble transforme</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338400\" target=\"_blank\">5th place solution, single NN model</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338293\" target=\"_blank\">7th place solution, single model, no supplemental data used</a></li>\n<li><a href=\"https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338236\" target=\"_blank\">8th place solution</a></li>\n</ul>",
      "rawMarkdown": "Hey, there! \nCompiling winning solutions from the past trading competitions : \n\n**1. G-Research Crypto Forecasting** - Use your ML expertise to predict real crypto market data\n- [2nd place solution](https://www.kaggle.com/competitions/g-research-crypto-forecasting/discussion/323098)\n- [3rd place solution](https://www.kaggle.com/competitions/g-research-crypto-forecasting/discussion/323703)\n\n**2. Optiver - Trading at the Close**\n- [1st place solution](https://www.kaggle.com/competitions/optiver-trading-at-the-close/discussion/487446)\n\n**3. Jane Street Market Prediction**\n- [Yirun's Solution (1st place): Training Supervised Autoencoder with MLP](https://www.kaggle.com/competitions/jane-street-market-prediction/discussion/224348)\n- [3rd place solution: Ensembles of deep (49 layer) MLPs](https://www.kaggle.com/competitions/jane-street-market-prediction/discussion/224713)\n\n**4. Ubiquant Market Prediction**\n- [[1st Place Solution] - Our Betting Strategy](https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338220)\n- [[2nd Place Solution] - Robust CV and LGBM](https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338615)\n- [3rd Place Solution - 5 seeds ensemble transforme](https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338561)\n- [5th place solution, single NN model](https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338400)\n- [7th place solution, single model, no supplemental data used](https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338293)\n- [8th place solution](https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338236)",
      "votes": null
    },
    {
      "id": "3207975",
      "postDate": "05/23/2025 13:54:39",
      "content": "<p>Just a reminder that searching for “pearson” in Kaggle’s main discussion area will bring up some competitions that use the Pearson correlation coefficient. I found that some of them are related to financial quant, such as the Ubiquant Market Prediction.</p>",
      "rawMarkdown": "Just a reminder that searching for “pearson” in Kaggle’s main discussion area will bring up some competitions that use the Pearson correlation coefficient. I found that some of them are related to financial quant, such as the Ubiquant Market Prediction.",
      "votes": null
    },
    {
      "id": "3207976",
      "postDate": "05/23/2025 13:57:27",
      "content": "<p>Ahh, I see! Thanks for the heads up. Will update the list. </p>",
      "rawMarkdown": "Ahh, I see! Thanks for the heads up. Will update the list.",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 3207975,
      "author_name": "yunsuxiaozi",
      "author_url": "",
      "post_date": "05/23/2025 13:54:39",
      "content": "<p>Just a reminder that searching for “pearson” in Kaggle’s main discussion area will bring up some competitions that use the Pearson correlation coefficient. I found that some of them are related to financial quant, such as the Ubiquant Market Prediction.</p>",
      "votes": null,
      "replies": [
        {
          "id": 3207976,
          "author_name": "ahsuna123",
          "author_url": "",
          "post_date": "05/23/2025 13:57:27",
          "content": "<p>Ahh, I see! Thanks for the heads up. Will update the list. </p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "3207937": "Hey, there! \nCompiling winning solutions from the past trading competitions : \n\n**1. G-Research Crypto Forecasting** - Use your ML expertise to predict real crypto market data\n- [2nd place solution](https://www.kaggle.com/competitions/g-research-crypto-forecasting/discussion/323098)\n- [3rd place solution](https://www.kaggle.com/competitions/g-research-crypto-forecasting/discussion/323703)\n\n**2. Optiver - Trading at the Close**\n- [1st place solution](https://www.kaggle.com/competitions/optiver-trading-at-the-close/discussion/487446)\n\n**3. Jane Street Market Prediction**\n- [Yirun's Solution (1st place): Training Supervised Autoencoder with MLP](https://www.kaggle.com/competitions/jane-street-market-prediction/discussion/224348)\n- [3rd place solution: Ensembles of deep (49 layer) MLPs](https://www.kaggle.com/competitions/jane-street-market-prediction/discussion/224713)\n\n**4. Ubiquant Market Prediction**\n- [[1st Place Solution] - Our Betting Strategy](https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338220)\n- [[2nd Place Solution] - Robust CV and LGBM](https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338615)\n- [3rd Place Solution - 5 seeds ensemble transforme](https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338561)\n- [5th place solution, single NN model](https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338400)\n- [7th place solution, single model, no supplemental data used](https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338293)\n- [8th place solution](https://www.kaggle.com/competitions/ubiquant-market-prediction/discussion/338236)",
    "3207975": "Just a reminder that searching for “pearson” in Kaggle’s main discussion area will bring up some competitions that use the Pearson correlation coefficient. I found that some of them are related to financial quant, such as the Ubiquant Market Prediction.",
    "3207976": "Ahh, I see! Thanks for the heads up. Will update the list."
  },
  "source": "meta"
}