{ "id": 586485, "title": "Starter materials ", "url": "/competitions/ariel-data-challenge-2025/discussion/586485", "author_name": "Ravi Ramakrishnan", "post_date": "2025-06-26T21:07:30.289000", "votes": 39, "comment_count": 12, "views": 0, "content": "

Hello all,

\n

All the best for the concurrent competition! Hope the below curated resources from the last year's competition helps with a good starter.

\n

NeurIPS - Ariel Data Challenge 2024

\n

Popular kernels

\n\n

High public score kernels

\n\n

High scoring approaches

\n\n

I shall update this with more relevant materials shortly! All the best and happy learning!

\n

Regards.

", "messages": [ { "id": 3233490, "postDate": "2025-06-26T21:07:30.290Z", "content": "

Hello all,

\n

All the best for the concurrent competition! Hope the below curated resources from the last year's competition helps with a good starter.

\n

NeurIPS - Ariel Data Challenge 2024

\n

Popular kernels

\n\n

High public score kernels

\n\n

High scoring approaches

\n\n

I shall update this with more relevant materials shortly! All the best and happy learning!

\n

Regards.

", "rawMarkdown": "Hello all,\n\nAll the best for the concurrent competition! Hope the below curated resources from the last year's competition helps with a good starter.\n\n# [NeurIPS - Ariel Data Challenge 2024](https://www.kaggle.com/competitions/ariel-data-challenge-2024)\n## Popular kernels \n- https://www.kaggle.com/code/ambrosm/adc24-intro-training\n- https://www.kaggle.com/code/sergeifironov/ariel-only-correlation\n- https://www.kaggle.com/code/ambrosm/adc24-quickstart\n- https://www.kaggle.com/code/ambrosm/adc24-intro-inference\n- https://www.kaggle.com/code/ilu000/ariel24-data-prep-fixed-dt\n- https://www.kaggle.com/code/gromml/neurips-scale-sigmas\n- https://www.kaggle.com/code/sergeifironov/mobilenet-training\n- https://www.kaggle.com/code/sergeifironov/ariel-local-purple-hat-inference\n- https://www.kaggle.com/code/xiaocao123/neurips-ariel-2024-starter\n\n## High public score kernels\n- https://www.kaggle.com/code/jeroencottaar/ariel-2nd-place-submission-notebook\n- https://www.kaggle.com/code/cnumber/neurips-ariel-data-challenge-2024-final-submission\n- https://www.kaggle.com/code/skril31/adc-2024-space-coders\n- https://www.kaggle.com/code/shlomoron/adc24-ensemble\n- https://www.kaggle.com/code/sergeifironov/new-blend-pdf\n\n## High scoring approaches \n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/544317 -- rank 1\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543853 -- rank 2\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543944 -- rank 3\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/544471 -- rank 4\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543760 -- rank 5\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543666 -- rank 6\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543679 -- rank 7\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543776 -- rank 8\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543983 -- rank 9\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/544189 -- rank 10\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543754 -- rank 15\n\nI shall update this with more relevant materials shortly! All the best and happy learning!\n\nRegards.", "votes": 39 }, { "id": 3234356, "postDate": "2025-06-27T18:16:15.220Z", "content": "

Great! Thanks for share it @ravi20076

", "rawMarkdown": "Great! Thanks for share it @ravi20076 ", "votes": 2, "replies": [ { "id": 3235086, "postDate": "2025-06-28T17:40:01.830Z", "content": "

Can u tell us why u joined kaggle because to be grandmaster? Or to be become data scientist? How u get interested in that @ravi20076

", "rawMarkdown": "Can u tell us why u joined kaggle because to be grandmaster? Or to be become data scientist? How u get interested in that @ravi20076 ", "votes": 2, "replies": [ { "id": 3235090, "postDate": "2025-06-28T17:46:27.890Z", "rawMarkdown": "", "votes": -1, "isDeleted": true }, { "id": 3235095, "postDate": "2025-06-28T17:52:26.017Z", "content": "

oh! seeing u all experts ,masters and grandmaster i get interest in it @ravi20076

", "rawMarkdown": "oh! seeing u all experts ,masters and grandmaster i get interest in it @ravi20076 ", "votes": 2 } ] } ] }, { "id": 3234559, "postDate": "2025-06-28T04:03:49.360Z", "content": "

good work
\nwell deserved

", "rawMarkdown": "good work\nwell deserved", "votes": -1 }, { "id": 3234366, "postDate": "2025-06-27T18:27:56.260Z", "content": "

@ravi20076 As always sharing great resources. Thanks for sharing.

", "rawMarkdown": "@ravi20076 As always sharing great resources. Thanks for sharing. ", "votes": -1 }, { "id": 3235092, "postDate": "2025-06-28T17:50:57.117Z", "content": "

Thanks a lot, Ravi Sir! This is an incredibly helpful collection — especially for those of us just diving into the 2025 challenge. Really appreciate you curating both the starter notebooks and the high-ranking solutions from last year. Looking forward to more updates and excited to get started!

", "rawMarkdown": "Thanks a lot, Ravi Sir! This is an incredibly helpful collection — especially for those of us just diving into the 2025 challenge. Really appreciate you curating both the starter notebooks and the high-ranking solutions from last year. Looking forward to more updates and excited to get started!" }, { "id": 3234854, "postDate": "2025-06-28T12:00:44.197Z", "content": "

@ravi20076 As always, you’re sharing top-notch resources! 🚀
\nReally appreciate you bringing this to our attention , thanks for sharing!

", "rawMarkdown": "@ravi20076 As always, you’re sharing top-notch resources! 🚀\nReally appreciate you bringing this to our attention , thanks for sharing!" }, { "id": 3240595, "postDate": "2025-07-04T02:58:43.473Z", "content": "

Thank you for the useful info!!

", "rawMarkdown": "Thank you for the useful info!!", "votes": 1 }, { "id": 3233990, "postDate": "2025-06-27T11:56:48.077Z", "content": "

Thanks for sharing

", "rawMarkdown": "Thanks for sharing " }, { "id": 3235047, "postDate": "2025-06-28T16:43:49.203Z", "content": "

Great! Thanks for sharing 🤩

", "rawMarkdown": "Great! Thanks for sharing 🤩", "votes": 1 }, { "id": 3250253, "postDate": "2025-07-18T01:10:38.970Z", "content": "

Thanks for sharing !!

", "rawMarkdown": "Thanks for sharing !!" } ], "comments": [ { "id": 3234356, "author_name": "Sadia Shahid latif", "author_url": "", "post_date": "2025-06-27T18:16:15.220000", "content": "

Great! Thanks for share it @ravi20076

", "votes": 2, "replies": [ { "id": 3235086, "author_name": "Sadia Shahid latif", "author_url": "", "post_date": "2025-06-28T17:40:01.830000", "content": "

Can u tell us why u joined kaggle because to be grandmaster? Or to be become data scientist? How u get interested in that @ravi20076

", "votes": 2, "replies": [ { "id": 3235090, "author_name": "", "author_url": "", "post_date": "2025-06-28T17:46:27.890000", "content": "", "votes": -1, "replies": [] }, { "id": 3235095, "author_name": "Sadia Shahid latif", "author_url": "", "post_date": "2025-06-28T17:52:26.017000", "content": "

oh! seeing u all experts ,masters and grandmaster i get interest in it @ravi20076

", "votes": 2, "replies": [] } ] } ] }, { "id": 3234559, "author_name": "", "author_url": "", "post_date": "2025-06-28T04:03:49.360000", "content": "

good work
\nwell deserved

", "votes": -1, "replies": [] }, { "id": 3234366, "author_name": "Samith Chimminiyan", "author_url": "", "post_date": "2025-06-27T18:27:56.260000", "content": "

@ravi20076 As always sharing great resources. Thanks for sharing.

", "votes": -1, "replies": [] }, { "id": 3235092, "author_name": "", "author_url": "", "post_date": "2025-06-28T17:50:57.117000", "content": "

Thanks a lot, Ravi Sir! This is an incredibly helpful collection — especially for those of us just diving into the 2025 challenge. Really appreciate you curating both the starter notebooks and the high-ranking solutions from last year. Looking forward to more updates and excited to get started!

", "votes": 0, "replies": [] }, { "id": 3234854, "author_name": "HijabZahra", "author_url": "", "post_date": "2025-06-28T12:00:44.197000", "content": "

@ravi20076 As always, you’re sharing top-notch resources! 🚀
\nReally appreciate you bringing this to our attention , thanks for sharing!

", "votes": 0, "replies": [] }, { "id": 3240595, "author_name": "onick_man", "author_url": "", "post_date": "2025-07-04T02:58:43.473000", "content": "

Thank you for the useful info!!

", "votes": 1, "replies": [] }, { "id": 3233990, "author_name": "Darwish 2030", "author_url": "", "post_date": "2025-06-27T11:56:48.077000", "content": "

Thanks for sharing

", "votes": 0, "replies": [] }, { "id": 3235047, "author_name": "Vu-Linh Nguyen", "author_url": "", "post_date": "2025-06-28T16:43:49.203000", "content": "

Great! Thanks for sharing 🤩

", "votes": 1, "replies": [] }, { "id": 3250253, "author_name": "ATC", "author_url": "", "post_date": "2025-07-18T01:10:38.970000", "content": "

Thanks for sharing !!

", "votes": 0, "replies": [] } ], "raw_markdown_by_id": { "3233490": "Hello all,\n\nAll the best for the concurrent competition! Hope the below curated resources from the last year's competition helps with a good starter.\n\n# [NeurIPS - Ariel Data Challenge 2024](https://www.kaggle.com/competitions/ariel-data-challenge-2024)\n## Popular kernels \n- https://www.kaggle.com/code/ambrosm/adc24-intro-training\n- https://www.kaggle.com/code/sergeifironov/ariel-only-correlation\n- https://www.kaggle.com/code/ambrosm/adc24-quickstart\n- https://www.kaggle.com/code/ambrosm/adc24-intro-inference\n- https://www.kaggle.com/code/ilu000/ariel24-data-prep-fixed-dt\n- https://www.kaggle.com/code/gromml/neurips-scale-sigmas\n- https://www.kaggle.com/code/sergeifironov/mobilenet-training\n- https://www.kaggle.com/code/sergeifironov/ariel-local-purple-hat-inference\n- https://www.kaggle.com/code/xiaocao123/neurips-ariel-2024-starter\n\n## High public score kernels\n- https://www.kaggle.com/code/jeroencottaar/ariel-2nd-place-submission-notebook\n- https://www.kaggle.com/code/cnumber/neurips-ariel-data-challenge-2024-final-submission\n- https://www.kaggle.com/code/skril31/adc-2024-space-coders\n- https://www.kaggle.com/code/shlomoron/adc24-ensemble\n- https://www.kaggle.com/code/sergeifironov/new-blend-pdf\n\n## High scoring approaches \n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/544317 -- rank 1\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543853 -- rank 2\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543944 -- rank 3\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/544471 -- rank 4\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543760 -- rank 5\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543666 -- rank 6\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543679 -- rank 7\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543776 -- rank 8\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543983 -- rank 9\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/544189 -- rank 10\n- https://www.kaggle.com/competitions/ariel-data-challenge-2024/discussion/543754 -- rank 15\n\nI shall update this with more relevant materials shortly! All the best and happy learning!\n\nRegards.", "3234356": "Great! Thanks for share it @ravi20076 ", "3234559": "good work\nwell deserved", "3234366": "@ravi20076 As always sharing great resources. Thanks for sharing. ", "3235092": "Thanks a lot, Ravi Sir! This is an incredibly helpful collection — especially for those of us just diving into the 2025 challenge. Really appreciate you curating both the starter notebooks and the high-ranking solutions from last year. Looking forward to more updates and excited to get started!", "3234854": "@ravi20076 As always, you’re sharing top-notch resources! 🚀\nReally appreciate you bringing this to our attention , thanks for sharing!", "3240595": "Thank you for the useful info!!", "3233990": "Thanks for sharing ", "3235047": "Great! Thanks for sharing 🤩", "3250253": "Thanks for sharing !!" } }