Congratulations to all the medal winners and all those who learned something new through this competition. A lot of great solutions have been shared and they are listed here:
\n\nAny errors or omissions are mine. I intend to add newly documented solutions to the list. If you notice any not in the list please add a comment.
", "messages": [ { "id": "898637", "postDate": "06/23/2020 16:38:29", "content": "Congratulations to all the medal winners and all those who learned something new through this competition. A lot of great solutions have been shared and they are listed here:
\n\nAny errors or omissions are mine. I intend to add newly documented solutions to the list. If you notice any not in the list please add a comment.
", "rawMarkdown": "Congratulations to all the medal winners and all those who learned something new through this competition. A lot of great solutions have been shared and they are listed here:\n\n- [1st place solution overview](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160862)\n- [1st place solution: post-processing](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160986)\n- [3rd Place Solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160964)\n- [4th place solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160980)\n- [6th place solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/161095)\n- [8th place solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160937)\n- [10th Place Solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/161100)\n- [11th place solution (Hui Qin's)](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160961)\n- [16th Place Solution: Simple Calibrations](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160892)\n- [19th place solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160927)\n- [21st Place solution: Magic of Ensembles](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160876)\n- [34th Solution - Layerwise and Sampling](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160896)\n- [43rd place. Sampling with Adversarial Validation](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/161103)\n- [59th Place Solution (And My First Silver Medal)](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160903)\n- [62nd Place Solution Overview [My First Medal]](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160993)\n- [75th place solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160885)\n- [100th place solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160861)\n\nAny errors or omissions are mine. I intend to add newly documented solutions to the list. If you notice any not in the list please add a comment.", "votes": null }, { "id": "899421", "postDate": "06/24/2020 08:22:15", "content": "There is another thread covering the same topic here. I only realised after I started this thread.
\n\nWhat are the biggest one or two takeaways you've had from these solutions? Did you get that \"aha\" moment when you thought \"I wish I'd thought of that?\"
\n\nLet me know if there are any solutions I've missed, or add a brief description of your own solution here.
", "rawMarkdown": "There is another thread covering the same topic [here](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160890). I only realised after I started this thread.\n\nWhat are the biggest one or two takeaways you've had from these solutions? Did you get that \"aha\" moment when you thought \"I wish I'd thought of that?\"\n\nLet me know if there are any solutions I've missed, or add a brief description of your own solution here.", "votes": null }, { "id": "907428", "postDate": "06/30/2020 00:42:44", "content": "76th Place solution : https://www.kaggle.com/roydatascience/silver-medal-solution-9482-9469-private-lb
", "rawMarkdown": "76th Place solution : https://www.kaggle.com/roydatascience/silver-medal-solution-9482-9469-private-lb", "votes": null } ], "comments": [ { "id": 899421, "author_name": "datahobbit", "author_url": "", "post_date": "06/24/2020 08:22:15", "content": "There is another thread covering the same topic here. I only realised after I started this thread.
\n\nWhat are the biggest one or two takeaways you've had from these solutions? Did you get that \"aha\" moment when you thought \"I wish I'd thought of that?\"
\n\nLet me know if there are any solutions I've missed, or add a brief description of your own solution here.
", "votes": null, "replies": [ { "id": 907428, "author_name": "roydatascience", "author_url": "", "post_date": "06/30/2020 00:42:44", "content": "76th Place solution : https://www.kaggle.com/roydatascience/silver-medal-solution-9482-9469-private-lb
", "votes": null, "replies": [] } ] } ], "raw_markdown_by_id": { "898637": "Congratulations to all the medal winners and all those who learned something new through this competition. A lot of great solutions have been shared and they are listed here:\n\n- [1st place solution overview](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160862)\n- [1st place solution: post-processing](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160986)\n- [3rd Place Solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160964)\n- [4th place solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160980)\n- [6th place solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/161095)\n- [8th place solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160937)\n- [10th Place Solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/161100)\n- [11th place solution (Hui Qin's)](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160961)\n- [16th Place Solution: Simple Calibrations](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160892)\n- [19th place solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160927)\n- [21st Place solution: Magic of Ensembles](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160876)\n- [34th Solution - Layerwise and Sampling](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160896)\n- [43rd place. Sampling with Adversarial Validation](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/161103)\n- [59th Place Solution (And My First Silver Medal)](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160903)\n- [62nd Place Solution Overview [My First Medal]](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160993)\n- [75th place solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160885)\n- [100th place solution](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160861)\n\nAny errors or omissions are mine. I intend to add newly documented solutions to the list. If you notice any not in the list please add a comment.", "899421": "There is another thread covering the same topic [here](https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification/discussion/160890). I only realised after I started this thread.\n\nWhat are the biggest one or two takeaways you've had from these solutions? Did you get that \"aha\" moment when you thought \"I wish I'd thought of that?\"\n\nLet me know if there are any solutions I've missed, or add a brief description of your own solution here.", "907428": "76th Place solution : https://www.kaggle.com/roydatascience/silver-medal-solution-9482-9469-private-lb" }, "source": "meta" }