competition_slug stringlengths 3 70 | competition_title stringlengths 6 75 | topic_id int64 294 669k | topic_title stringlengths 8 189 | matched_rank int64 1 16 โ | heuristic_score int64 47 406 | resolved_url stringlengths 54 148 | writeup_text stringlengths 26 36.5k | text_chars int64 26 36.5k | quality_flags listlengths 0 0 |
|---|---|---|---|---|---|---|---|---|---|
20-newsgroups-ciphertext-challenge | 20 Newsgroups Ciphertext Challenge | 77,894 | 1st place solution # c1ph3rh4ck team | 1 | 275 | https://www.kaggle.com/competitions/20-newsgroups-ciphertext-challenge/writeups/c1ph3rh4ck-1st-place-solution-c1ph3rh4ck-team | Hi,
Thank you Phil for organizing this competition, it has been an addictive and intense experience!
We learnt a lot in the process and wanted to share our experience in this post. This post does not cover all technical details and everything we tried, we mostly wanted to tell the story of this competition from our e... | 10,131 | [] |
2019-3rd-ml-month-with-kakr | 2019 3rd ML month with KaKR | 105,639 | 3rd solution | 3 | 305 | https://www.kaggle.com/competitions/2019-3rd-ml-month-with-kakr/writeups/ikhee-shin-3rd-solution | ๋ฆ์ด์ ์ฃ์กํฉ๋๋ค ์ต๊ทผ์ ์ ์ ์ด ์์์ต๋๋คใ
ใ
์ฐ์ kaggle korea 3rd ๋ํ๋ฅผ ์ฃผ์ตํด์ฃผ์ ๋ถ๊ป ์ ๋ง ๊ฐ์ฌ๋๋ฆฝ๋๋ค!!
๋งค๋ฒ kaggle์ ํด๋ด์ผ์ง ํด๋ด์ผ์ง ํ๋ฉด์ ๋ฏธ๋ค์๋๋ฐ (2๋
์ ์ ๊ฐ์
์ ํ๊ณ ๊ทธ๋๋ถํฐ ๋ฏธ๋ค์๋๋ผ๊ตฌ์ใ
ใ
) ์ข์ ๋ํ๋ฅผ ์ด์ด์ฃผ์
์ ์ฆ๊ฒ๊ฒ ์ฐธ์ฌํ ์ ์์์ต๋๋ค.
๋ ์ปค๋๊ณผ ๋์ค์ปค์
์์ ์๋์์ด ์๋ฃ๋ฅผ ๊ณต์ ํด์ฃผ์ ๋ถ๋ค ์ ๋ง ๊ฐ์ฌํฉ๋๋ค!! ์ ๋ง ๋ง์ด ๋ฐฐ์ ์ต๋๋ค.
์ ๋ ์ธ์๋์ด ์ฌ๋ ค์ฃผ์ ์ปค๋๊ณผ ๋์ค์ปค์
์๋ฃ๋ค์ ๊ทธ๋๋ก ๋ฐ๋ผ๊ฐ์ต๋๋คใ
ใ
1. kfold
StratifiedKFold ์ฌ์ฉํด์ 4fold, 8fold ๋๋ค ๋ง๋ค์ด๋์ต๋๋ค.
... | 1,975 | [] |
2019-3rd-ml-month-with-kakr | 2019 3rd ML month with KaKR | 104,493 | 1st Solution | 1 | 284 | https://www.kaggle.com/competitions/2019-3rd-ml-month-with-kakr/writeups/1st-solution | ๋จผ์ ์ข์ ๋ํ ๋ง๋ จํด ์ฃผ์ KaKR ์ด์์ง๋ถ๋ค๊ป ๊ฐ์ฌ์ ์ธ์ฌ๋ฅผ ๋๋ฆฌ๊ณ ์ถ์ต๋๋ค.
์ ๋ ํ๋ถ์์ด์ด์ ํ๊ธฐ์ค์๋ ๋ฐ๋น ์ด์ ๋ํ๋ค์ ์ฐธ์ฌํ์ง ๋ชปํ๊ณ ์์์ต๋๋ค. ์ฐ์ฐํ ์ด๋ฒ competition๊ณผ ๋ฐฉํ์ด ๊ฒน์ณ์ ์ด๋ ๊ฒ ์ฐธ์ฌํ๊ฒ ๋์์ต๋๋ค. ์ด ๊ธ์ ํตํ์ฌ ์ ์ solution๊ณผ score์ ์ป๊ธฐ ์ํด์ ์ด๋ค ๋ฐฉ์๋ค์ ์๋ํ๋์ง ๊ณต์ ํ๊ฒ ์ต๋๋ค! ๋ค๋ฅธ ์์๊ถ ๋ถ๋ค๋ ์ข์ solution๊ณผ ์ํ์ฐฉ์ค๋ค์ ๊ณต์ ํด ์ฃผ์
์ ๋ค๊ฐ์ด ๋ฐฐ์ธ ์ ์๋ ๊ธ๋ค์ ๋จ๊ฒจ์ฃผ์
จ์ผ๋ฉด ์ข๊ฒ ์ต๋๋ค!
* _Augmentation_ :
(saewon๋์ kernel์ ์ฐธ๊ณ ํ์์ต๋๋ค.)
Random... | 2,618 | [] |
2019-3rd-ml-month-with-kakr | 2019 3rd ML month with KaKR | 105,677 | 12th Solution ๊ณต์ | 12 | 171 | https://www.kaggle.com/competitions/2019-3rd-ml-month-with-kakr/writeups/taemyung-heo-12th-solution | 12th Solution ๊ณต์
----------------
์๋
ํ์ธ์. ์ด์ ์ ๋ฅ๋ฌ๋์ ๋ํด ๊ณต๋ถํ๊ธด ํ์ง๋ง ์ค์ ํ๋ก์ ํธ๋ฅผ ํ๊ฑฐ๋ ๋ฌธ์ ๋ฅผ ํ์ด๋ณธ ๊ฑด ์ด๋ฒ์ด ์ฒ์์ด์๋๋ฐ์.
๋ํ ์ฐธ์ฌํ๋ฉด์ ๋ง์ ๋ถ๋ค์ด ํ๋ฅญํ ์ปค๋์ ๊ณต๊ฐํด์ฃผ์ ๋์ ์ค์ ์ด๋ฏธ์ง ๋ถ๋ฅ ๋ฌธ์ ๋ฅผ ์ด๋ป๊ฒ ํ์ด์ผ ํ๋์ง ์ฌ๋ฌ๊ฐ์ง ํ
ํฌ๋์ ๋ง์ด ๋ฐฐ์ฐ๊ณ ์ ์ฉํด ๋ณผ ์ ์์์ต๋๋ค.
์ข์ ๊ธฐํ๋ฅผ ๋ง๋ จํด์ฃผ์ ์บ๊ธ ์ฝ๋ฆฌ์ ์ด์์ง์๊ฒ ์ง์ฌ์ผ๋ก ๊ฐ์ฌ๋๋ฆฝ๋๋ค.
์ ๋ ์ต์ข
์ค์ฝ์ด ํ๋ผ์ด๋น ๋ฆฌ๋๋ณด๋ ๊ธฐ์ค์ผ๋ก 0.95491์ด ๋์๊ณ ์์๋ 12์๋ฅผ ํ๋๋ฐ์.
์๋ฃจ์
๊ณต์ ๋ฅผ ์ํด ์ปค๋์ ๋ค์ ์ฌํํด๋ณด๋ 0.95565๋ก ์ต... | 1,837 | [] |
3d-object-detection-for-autonomous-vehicles | Lyft 3D Object Detection for Autonomous Vehicles | 123,004 | 2nd Place Solution Summary (Private: 0.202 / Public: 0.205) | 2 | 350 | https://www.kaggle.com/competitions/3d-object-detection-for-autonomous-vehicles/writeups/kl-2nd-place-solution-summary-private-0-202-public | Before I describe my solution (which I will only summarize verbally), I'd like to thank the organizers and hosts for this interesting, well-organized competition which came with a rich, multi-data dataset that provided multiple solution avenues. And of course, I'd also like to thank the competitors for contributing to ... | 8,138 | [] |
3d-object-detection-for-autonomous-vehicles | Lyft 3D Object Detection for Autonomous Vehicles | 117,269 | 3rd place solution [0.182 Private LB] | 3 | 313 | https://www.kaggle.com/competitions/3d-object-detection-for-autonomous-vehicles/writeups/yukke42-3rd-place-solution-0-182-private-lb | ##### 3rd place solution [0.182 Private LB] โ Lyft 3D Object Detection for Autonomous Vehicles
Thanks to organizers and Kaggle for this competition!
Congratulations to all winners!
Here is my solution:
### Dataset & Pre-processing
* No external data and only point-cloud of this competition
* Animals and emerge... | 7,842 | [] |
3d-object-detection-for-autonomous-vehicles | Lyft 3D Object Detection for Autonomous Vehicles | 122,820 | 1st place solution (0.220 public LB) | 1 | 303 | https://www.kaggle.com/competitions/3d-object-detection-for-autonomous-vehicles/writeups/wenjing-1st-place-solution-0-220-public-lb | Hi, the post may be a little late. Thanks to organizers and congratulations to all!
Background
----------
For the record, I want to state that I am really new to Kaggle and actually really new to machine learning. I only started to work on machine learning 9 month ago. My background is in 3D Computer Graphics so I lo... | 5,344 | [] |
3d-object-detection-for-autonomous-vehicles | Lyft 3D Object Detection for Autonomous Vehicles | 117,809 | 26th Place Solution Summary [0.078 Private LB] | null | 180 | https://www.kaggle.com/competitions/3d-object-detection-for-autonomous-vehicles/writeups/lost-in-translation-26th-place-solution-summary-0- | Congrats + Thanks
-----------------
Congrats to all the winners!
Thanks to the competition hosts for a very interesting and challenging competition.
Big thanks to [@rishabhiitbhu](https://www.kaggle.com/rishabhiitbhu) for all his sharing in the forums and kernels throughout the competition and everyone else who cont... | 3,284 | [] |
3d-object-detection-for-autonomous-vehicles | Lyft 3D Object Detection for Autonomous Vehicles | 117,560 | 19th place solution with code | null | 141 | https://www.kaggle.com/competitions/3d-object-detection-for-autonomous-vehicles/writeups/19th-place-solution-with-code | ##### 19th place solution with code โ Lyft 3D Object Detection for Autonomous Vehicles
Hey guys,
First of all, I'd like to thank the organizers for this awesome challenge. This was not a typical computer vision competition that's for sure and I spent a good amount of time just to understand the problem and the data. ... | 3,016 | [] |
3d-object-detection-for-autonomous-vehicles | Lyft 3D Object Detection for Autonomous Vehicles | 119,220 | 22th place solution | null | 127 | https://www.kaggle.com/competitions/3d-object-detection-for-autonomous-vehicles/writeups/toshi-k-22th-place-solution | ##### 22th place solution โ Lyft 3D Object Detection for Autonomous Vehicles
Author
3 Comments
----------
Hotness
[](https://www.kaggle.com/oarphme)
Ah, these are RGB images in the BEV domain? cool idea using color for height. I feel PointPillars is effective in part because it maintains some of the x-y shape vari... | 1,144 | [] |
AI4Code | Google AI4Code โ Understand Code in Python Notebooks | 367,600 | 3rd Place Solution | 3 | 340 | https://www.kaggle.com/competitions/AI4Code/writeups/yufuin-3rd-place-solution | ##### 3rd Place Solution โ Google AI4Code โ Understand Code in Python Notebooks
Overview
--------
**Main Features**
1) The cosine-similarity based classification model to predict which consecutive two code cells the given markdown cell should be placed between.
2) Postprocessing to bridge the gap between the predic... | 8,309 | [] |
AI4Code | Google AI4Code โ Understand Code in Python Notebooks | 360,501 | 1st Place Solution | 1 | 319 | https://www.kaggle.com/competitions/AI4Code/writeups/hyd-1st-place-solution | ##### 1st Place Solution โ Google AI4Code โ Understand Code in Python Notebooks
**Overview**
I used single list-wise deberta-v3-large trained on all competition data. Input text is cells separated with [SEP] and [CLS] tokens.
**Code**
* training code: [https://github.com/hydantess/2022-Google-AI4Code-1st-Place-So... | 7,123 | [] |
AI4Code | Google AI4Code โ Understand Code in Python Notebooks | 343,659 | 2nd place solution | 2 | 309 | https://www.kaggle.com/competitions/AI4Code/writeups/dmytro-poplavskiy-2nd-place-solution | The solution is based on the bi-encoder or poly-encoder like approach, when every cell is individually processed by the codebert, with the code/md interaction modelled with the pair of parallel TransformerDecoderLayer:

* pairwise, two tower, with backbone sentence-transformers/all-mpnet-base-v2
* continued mlm on training data
* predicting for earch markdown wether a code is just after it (also a fake last code with content 'the end of notebook' added)
* 9 negative selected withn t... | 4,499 | [] |
AI4Code | Google AI4Code โ Understand Code in Python Notebooks | 368,500 | 6th place solution | 6 | 268 | https://www.kaggle.com/competitions/AI4Code/writeups/shujun-6th-place-solution | First, thanks to the organizers for hosting a challenging and interesting competition. Next, congrats to all winners! I placed better than I thought I would but unfortunately, I still placed right outside of the prize zone. Luckily, there is still $1000 prize for top 10 teams.
My inference code is released at: [https:... | 4,670 | [] |
AI4Code | Google AI4Code โ Understand Code in Python Notebooks | 343,680 | 11th Place Solution: Nested Transformers | 11 | 209 | https://www.kaggle.com/competitions/AI4Code/writeups/typeracers-11th-place-solution-nested-transformers | ##### 11th Place Solution: Nested Transformers โ Google AI4Code โ Understand Code in Python Notebooks
Overview
--------
We called our network architecture "Nested Transformers", since it contains two levels of transformers:
* Cell transformer: A transformer encoder to encode cell tokens, this can be a typical tran... | 12,742 | [] |
AI4Code | Google AI4Code โ Understand Code in Python Notebooks | 368,190 | 9th Place Solution | 9 | 200 | https://www.kaggle.com/competitions/AI4Code/writeups/ogy-9th-place-solution | ##### 9th Place Solution โ Google AI4Code โ Understand Code in Python Notebooks
**Overview**
------------
The final submission of us is a blend of three models with same architecture and different training data. Three models share the same pipline. We applied a two stage method for the competition.
1. Training a b... | 3,626 | [] |
ChessRatings2 | Deloitte/FIDE Chess Rating Challenge | 575 | Follow-up Solution Set | null | 85 | https://www.kaggle.com/competitions/ChessRatings2/discussion/575 | [](https://www.kaggle.com/jeffsonas)
Jeff Sonas ยท Featured Prediction Competition ยท 15 years ago
This contest, sponsored by professional services firm Deloitte, will find the most accurate system to predict chess outcomes, and FIDE will also bring a top finisher to Athens to present their system

Will Adams ยท Featured Prediction Competition ยท 14 years ago
Predict if a car purchased at auction is a lemon

Don't Get Kicked!
-----------------
### Solution
Hey guys,
it would be great if you could upload the... | 464 | [] |
MABe-mouse-behavior-detection | MABe Challenge - Social Action Recognition in Mice | 663,026 | 3rd place solution | 3 | 352 | https://www.kaggle.com/competitions/MABe-mouse-behavior-detection/writeups/3rd-place-solution | ##### 3rd place solution โ MABe Challenge - Social Action Recognition in Mice
3rd place solution
==================
blend of LSTM and XGBoost
Solution Writeup ยท 3rd place ยท Dec 16, 2025
Here is a link to my final script:
[https://www.kaggle.com/code/ymatioun/mabe-blend-ym](https://www.kaggle.com/code/ymatioun/mabe... | 4,114 | [] |
MABe-mouse-behavior-detection | MABe Challenge - Social Action Recognition in Mice | 663,063 | 10th Place Solution (ST-GCN + Transformer) | 10 | 283 | https://www.kaggle.com/competitions/MABe-mouse-behavior-detection/writeups/10th-place-solution-st-gcn-transformer | 10th Place Solution
-------------------
Overview
--------
* ST-GCN + Transformer
* Model all 16 (agent, target) pairs jointly
* Directly optimize competition metric (Macro Soft F1 Loss)
* Ensemble models with different keypoints (4-7) and sequence lengths
Preprocessing
-------------
### FPS Normalization
*... | 3,828 | [] |
MABe-mouse-behavior-detection | MABe Challenge - Social Action Recognition in Mice | 663,108 | 13th Public/12th Private Solution | 13 | 242 | https://www.kaggle.com/competitions/MABe-mouse-behavior-detection/writeups/12th-place-solution | We thank the MABe Challenge organizers for running an engaging competition and for providing detailed, timely clarifications during the early stages.
Highโlevel idea
---------------
* Formulate the problem as a set of per-action binary tasks, trained separately for each lab
* Train multiple models under diverse c... | 5,662 | [] |
MABe-mouse-behavior-detection | MABe Challenge - Social Action Recognition in Mice | 665,549 | No 1st place solution? | 1 | 187 | https://www.kaggle.com/competitions/MABe-mouse-behavior-detection/discussion/665549 | [](https://www.kaggle.com/organizations/mabe-challenge)
MABe Challenge ยท Research Code Competition ยท 3 months ago
Detect unique behaviors from pose estimates of mice.

MABe Challenge - Social Action Recognition in Mice
------------------------------... | 828 | [] |
MusicHackathon | EMI Music Data Science Hackathon - July 21st - 24 hours | 2,242 | Code/approach sharing | null | 212 | https://www.kaggle.com/competitions/MusicHackathon/writeups/vlad-quant-code-approach-sharing | ##### Project Files
31 Comments
-----------
Hotness
[](https://www.kaggle.com/martinoleary)
If anyone's still interested, I've written up a [blog post](http://mewo2.com/kaggle/2012/07/29/emi-music-hackathon---how-i-did-it/)with a description of my methods, and posted code [on GitHub](https://github.com/mewo2/musich... | 18,673 | [] |
PLAsTiCC-2018 | PLAsTiCC Astronomical Classification | 75,011 | 4th Place Solution with Github Repo | 4 | 340 | https://www.kaggle.com/competitions/PLAsTiCC-2018/writeups/ahmeterdem-4th-place-solution-with-github-repo | ##### 4th Place Solution with Github Repo โ PLAsTiCC Astronomical Classification
4th Place Solution with Github Repo
===================================
Solution Writeup ยท 4th place ยท Dec 18, 2018
First of all, congrats to the prize winners and all medal winners. During the competition, I have used the name Sisyphus... | 4,393 | [] |
PLAsTiCC-2018 | PLAsTiCC Astronomical Classification | 75,061 | 6th Place Solution Summary | 6 | 315 | https://www.kaggle.com/competitions/PLAsTiCC-2018/writeups/stefan-stefanov-6th-place-solution-summary | ##### 6th Place Solution Summary โ PLAsTiCC Astronomical Classification
6th place solution is a neural network consisting of 3 components:
1. Meta Encoder - taking as input meta features hostgal photoz, hostgal photoz err, is galactic and summary stats for flux and flux_err as min/max/mean etc.
2. Light Curve En... | 3,531 | [] |
PLAsTiCC-2018 | PLAsTiCC Astronomical Classification | 75,012 | Congrats and 8th place Rapids solution updated! | 8 | 292 | https://www.kaggle.com/competitions/PLAsTiCC-2018/writeups/rapids-ai-congrats-and-8th-place-rapids-solution-u | Update: my solution will be posted [on github](https://github.com/daxiongshu/Rapids_PLAsTiCC_2018). Now you can find a quick end2end demo with rapids. Forgive me that I'm always distracted to other stuff but I promise I'll get the whole solution done eventually!
Big Congrats to the winners and new kaggle masters. I wa... | 8,138 | [] |
PLAsTiCC-2018 | PLAsTiCC Astronomical Classification | 75,316 | 9th place solution | 9 | 260 | https://www.kaggle.com/competitions/PLAsTiCC-2018/writeups/three-musketeers-9th-place-solution | Thanks to everybody for this competition. Besides enjoying it greatly it has been extremely instructive for me. Thanks also to my teammates [Siddhartha](https://www.kaggle.com/meaninglesslives) and [Ynktk](https://www.kaggle.com/naka2ka) for their great spirit, hard work, and ideas. Finally, a big thanks to those who h... | 4,789 | [] |
PLAsTiCC-2018 | PLAsTiCC Astronomical Classification | 75,059 | 2nd-Place Solution Notes | 2 | 235 | https://www.kaggle.com/competitions/PLAsTiCC-2018/writeups/mike-silogram-2nd-place-solution-notes | First, thanks to Kaggle and the PLAsTiCC organizers for presenting such an interesting challenge, and congratulations to all the top teams, especially Kyle with his amazing performance.
I haven't looked at all the other solution write-ups yet but there were clearly a lot of different ways to tackle this problem effect... | 4,156 | [] |
PLAsTiCC-2018 | PLAsTiCC Astronomical Classification | 75,050 | Solution #5 tidbits (revised with code) | null | 229 | https://www.kaggle.com/competitions/PLAsTiCC-2018/discussion/75050 | First, I want to congratulate Kyle for his awesome victory, due to a data driven approach rather than sophisticated machine learning. Congrats also to all who managed to get something out of this complex and very unusual data set. I am still not sure about why there is such gap on the leaderboard, as it seems that cros... | 9,995 | [] |
PLAsTiCC-2018 | PLAsTiCC Astronomical Classification | 75,156 | 21st Solution ~super tough road~ | null | 213 | https://www.kaggle.com/competitions/PLAsTiCC-2018/discussion/75156 | Hi, dear kagglers. First of all, big thanks to Kaggle and LSST teams for holding such a flawless and leakage-free competition. And congratulations to the winners and all Kagglers.
Itโs really painful and tough during last few weeks since our score didnโt improve well. Although our team were unable to get gold medal. b... | 4,515 | [] |
RTA | RTA Freeway Travel Time Prediction | 294 | Solution | null | 119 | https://www.kaggle.com/competitions/RTA/writeups/benchmark-solution | ##### Solution โ RTA Freeway Travel Time Prediction
For anybody interest, here's the actual solution.
Author
1
10 Comments
-----------
Hotness
[](https://www.kaggle.com/sharmapriti)
Hi Anthony
Can we make subimissions now?And test data will be provided?
[](https://www.kaggle.com/caneldem)
Hi Antony, we can't ... | 2,123 | [] |
UBC-OCEAN | UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN) | 466,455 | 1st Place Solution ๐ฅ [Owkin] | 1 | 376 | https://www.kaggle.com/competitions/UBC-OCEAN/writeups/owkin-1st-place-solution-owkin | 1st Place Solution ๐ฅ [Owkin] -- Phikon & Chowder
-------------------------------------------------
Introduction
------------
First of all, we would like to thank the University of British Columbia (UBC) for this exceptional multi-centric cohort and the Kaggle staff for organizing this competition. We got into this c... | 20,662 | [] |
UBC-OCEAN | UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN) | 465,697 | 7th place solution | 7 | 345 | https://www.kaggle.com/competitions/UBC-OCEAN/writeups/m1dsolo-7th-place-solution | Thanks to kaggle and UBC for hosting this interesting competition and congrats to all the winners for their hard work! I would also like to thank my teammates and everyone in the discussion forum for their help!
Method
------
Summary
-------
Our final solution is based on multiple instance learning(MIL) for **ovaria... | 7,213 | [] |
UBC-OCEAN | UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN) | 465,382 | [8th Place Solution] Understanding Data Before Designing Methods | 8 | 330 | https://www.kaggle.com/competitions/UBC-OCEAN/writeups/forcewithme-8th-place-solution-understanding-data- | Acknowledgments
---------------
I would like to express my gratitude to Kaggle, the organizers, and other participants in the community. I have learned a great deal from this competition and hope that it will promote the advancement of research in MIL๏ผClassification and outliers detection of Human tissues, and the stu... | 7,948 | [] |
UBC-OCEAN | UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN) | 465,527 | 3rd Place Solution for the UBC-OCEAN UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN) | 3 | 329 | https://www.kaggle.com/competitions/UBC-OCEAN/writeups/danielt-3rd-place-solution-for-the-ubc-ocean-ubc-o | Context
-------
Business context: [UBC Ovarian Cancer Subtype Classification and Outlier Detection](https://www.kaggle.com/competitions/UBC-OCEAN)
Data context: [The] challenge in this competition is to classify the type of ovarian cancer from microscopy scans of biopsy samples. [Link to data description](https://www... | 17,616 | [] |
UBC-OCEAN | UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN) | 466,017 | 5th place solution | 5 | 313 | https://www.kaggle.com/competitions/UBC-OCEAN/writeups/rist-40man-5th-place-solution | ##### 5th place solution โ UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN)
First of all, I would like to express my gratitude to the Kaggle staff for hosting this fantastic competition, as well as to the organizers at UBC. I also want to extend my appreciation to all the hardworking partici... | 6,546 | [] |
UBC-OCEAN | UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN) | 465,811 | 4th place solution | 4 | 289 | https://www.kaggle.com/competitions/UBC-OCEAN/writeups/elahi-4th-place-solution | ##### 4th place solution โ UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN)
TMA
---
TMA images are centre cropped (eg. 3000 -> 2500) and resized to 768x768 pixels.
WSI
---
A single segmentation model is used for title selection. Segmentation is trained on thumbnail images and supplemental... | 3,390 | [] |
UBC-OCEAN | UBC Ovarian Cancer Subtype Classification and Outlier Detection (UBC-OCEAN) | 465,410 | 2nd Place Solution - UBC-OCEAN | 2 | 283 | https://www.kaggle.com/competitions/UBC-OCEAN/writeups/zznznb-2nd-place-solution-ubc-ocean | Preface
-------
The most significant difficulty in whole slide image (WSI) classification is the extremely high resolution, which should have been experienced by all competitors. Although the organizers of the competition provided a data type difficult to process, fortunately, the resolution of the data is much lower ... | 4,736 | [] |
agents-intensive-capstone-project | Agents Intensive - Capstone Project | 651,726 | Writeups submitted but kaggle notebook link not worked through writeup page | null | 122 | https://www.kaggle.com/competitions/agents-intensive-capstone-project/discussion/651726 | Hi,
I successfully submitted my final entry before the deadline and also submitted my Kaggle notebook link through the Writeups page as required. Unfortunately, it seems the notebook link is not being recognized or displayed properly on the leaderboard/write-up section. Could you kindly check on your end whether my no... | 1,546 | [] |
agents-intensive-capstone-project | Agents Intensive - Capstone Project | 651,484 | URGENT: Writeup Editor Closed Seconds Before Deadline โ Request Manual Acceptance | null | 78 | https://www.kaggle.com/competitions/agents-intensive-capstone-project/discussion/651484 | [](https://www.kaggle.com/organizations/kaggle)
Kaggle ยท Community Hackathon ยท 3 months ago
Put your course learnings into action by building an agent that solves a real-world problem or improves everyday productivity.

Agents Intensive - Capstone ... | 1,161 | [] |
agents-intensive-capstone-project | Agents Intensive - Capstone Project | 634,940 | [Fixed] Writeup submission issues | null | 72 | https://www.kaggle.com/competitions/agents-intensive-capstone-project/discussion/634940 | [](https://www.kaggle.com/organizations/kaggle)
Kaggle ยท Community Hackathon ยท 3 months ago
Put your course learnings into action by building an agent that solves a real-world problem or improves everyday productivity.

Agents Intensive - Capstone ... | 792 | [] |
agents-intensive-capstone-project | Agents Intensive - Capstone Project | 639,473 | Facing issue with Writeup submission | null | 59 | https://www.kaggle.com/competitions/agents-intensive-capstone-project/discussion/639473 | [](https://www.kaggle.com/organizations/kaggle)
Kaggle ยท Community Hackathon ยท 3 months ago
Put your course learnings into action by building an agent that solves a real-world problem or improves everyday productivity.

Agents Intensive - Capstone ... | 634 | [] |
agents-intensive-capstone-project | Agents Intensive - Capstone Project | 634,321 | Error is occurring while submitting the writeup | null | 50 | https://www.kaggle.com/competitions/agents-intensive-capstone-project/discussion/634321 | [](https://www.kaggle.com/organizations/kaggle)
Kaggle ยท Community Hackathon ยท 3 months ago
Put your course learnings into action by building an agent that solves a real-world problem or improves everyday productivity.

Agents Intensive - Capstone ... | 534 | [] |
agents-intensive-capstone-project | Agents Intensive - Capstone Project | 633,746 | UNABLE TO SUBMIT WRITEUP | null | 50 | https://www.kaggle.com/competitions/agents-intensive-capstone-project/discussion/633746 | [](https://www.kaggle.com/organizations/kaggle)
Kaggle ยท Community Hackathon ยท 3 months ago
Put your course learnings into action by building an agent that solves a real-world problem or improves everyday productivity.

Agents Intensive - Capstone ... | 511 | [] |
ai-mathematical-olympiad-prize | AI Mathematical Olympiad - Progress Prize 1 | 519,303 | Numina 1st Place Solution | 1 | 336 | https://www.kaggle.com/competitions/ai-mathematical-olympiad-prize/writeups/numina-numina-1st-place-solution | * Notebook: [https://www.kaggle.com/code/lewtun/numina-1st-place-solution](https://www.kaggle.com/code/lewtun/numina-1st-place-solution)
* Model: [https://huggingface.co/AI-MO/NuminaMath-7B-TIR](https://huggingface.co/AI-MO/NuminaMath-7B-TIR)
* Demo: [https://huggingface.co/spaces/AI-MO/math-olympiad-solver](http... | 15,584 | [] |
ai-mathematical-olympiad-prize | AI Mathematical Olympiad - Progress Prize 1 | 518,960 | 4th place solution | 4 | 336 | https://www.kaggle.com/competitions/ai-mathematical-olympiad-prize/writeups/codeinter-4th-place-solution | First, we would like to thank Kaggle and XTX Markets for bringing us this exciting competition. Through this competition, we have learned a lot. We also want to thank every team member for their hard work. They are truly amazing, with many excellent ideas and engineering skills.
Our solution is based on the great work... | 6,713 | [] |
ai-mathematical-olympiad-prize | AI Mathematical Olympiad - Progress Prize 1 | 517,206 | 3rd place solution | 3 | 315 | https://www.kaggle.com/competitions/ai-mathematical-olympiad-prize/writeups/after-exams-3rd-place-solution | vLLM with some tricks
---------------------
**[Code for our final solution can be found here.](https://www.kaggle.com/code/davidd2/3rd-place-solution-afterexams)**
Our final selected solution was an adaptation of the notebook of [AbdurRafae](https://www.kaggle.com/code/abdurrafae/improved-code-interpretation). We use... | 4,253 | [] |
ai-mathematical-olympiad-prize | AI Mathematical Olympiad - Progress Prize 1 | 518,964 | 2nd place solution (All code and datasets released) - CMU_MATH | 2 | 304 | https://www.kaggle.com/competitions/ai-mathematical-olympiad-prize/writeups/cmu-math-2nd-place-solution-all-code-and-datasets- | ##### Observation
On MATH dataset, if we sample solutions with DeepSeek-MATH-7B RL, we will only get correct solutions for some problems, and those solutions can be similar. On the other hand, sampling solutions with DeepSeek-MATH-7B Base fails to output any correct solutions on some problems.
On AMC, AIME and Odysse... | 7,962 | [] |
ai-mathematical-olympiad-prize | AI Mathematical Olympiad - Progress Prize 1 | 523,125 | (looking for) 5th place solution | 5 | 162 | https://www.kaggle.com/competitions/ai-mathematical-olympiad-prize/discussion/523125 | [](https://www.kaggle.com/organizations/aimoprize)
AI|MO ยท Featured Code Competition ยท 2 years ago
Solve national-level math challenges using artificial intelligence models

AI Mathematical Olympiad - Progress Prize 1
-------------------------------... | 767 | [] |
ai-mathematical-olympiad-prize | AI Mathematical Olympiad - Progress Prize 1 | 516,936 | [Public LB20 / Private FAIL] Write-Up | null | 159 | https://www.kaggle.com/competitions/ai-mathematical-olympiad-prize/writeups/isaka-tsuyoshi-public-lb20-private-fail-write-up | ##### [Public LB20 / Private FAIL] Write-Up โ AI Mathematical Olympiad - Progress Prize 1
First and foremost, I would like to express my gratitude to the organizers, the Kaggle team, and everyone who participated. I love AI, mathematics, and the Kaggle community.
[Public LB20 / Private FAIL] Write-Up
----------------... | 2,243 | [] |
ai-mathematical-olympiad-prize | AI Mathematical Olympiad - Progress Prize 1 | 516,868 | 41st Place Solution | null | 140 | https://www.kaggle.com/competitions/ai-mathematical-olympiad-prize/writeups/hayatofujihara-41st-place-solution | Thank you to the hosts and participants for hosting this competition. I am very happy to get the silver medal and become a master.
My solution is as follows.
#### ใปPrompt
I emphasized self-doubt. This may make the AI โโthink repeatedly and arrive at the correct answer. Typing "Be skeptical of your answers." three ti... | 2,423 | [] |
ai-mathematical-olympiad-prize | AI Mathematical Olympiad - Progress Prize 1 | 492,178 | $10,000 cash prize for the first to publish a public notebook scoring at least 20/50 | 1 | 86 | https://www.kaggle.com/competitions/ai-mathematical-olympiad-prize/discussion/492178 | [Learn more](https://www.kaggle.com/cookies)
OK, Got it.
[](https://www.kaggle.com/organizations/aimoprize)
AI|MO ยท Featured Code Competition ยท 2 years ago
Solve national-level math challenges using artificial intelligence models

AI Mathematical O... | 985 | [] |
ai-mathematical-olympiad-progress-prize-2 | AI Mathematical Olympiad - Progress Prize 2 | 574,765 | 1st place solution - NemoSkills | 1 | 346 | https://www.kaggle.com/competitions/ai-mathematical-olympiad-progress-prize-2/writeups/nemoskills-1st-place-solution-nemoskills | We would like to extend our thanks to the hosts from AIMOPrize, XTX Markets and Kaggle for this year's challenge which obviously had a lot of thought and preparation spent on the problems and the Kaggle environment. And a special shout out to Simon Frieder for being so accessible throughout the challenge.
We were thri... | 16,528 | [] |
ai-mathematical-olympiad-progress-prize-2 | AI Mathematical Olympiad - Progress Prize 2 | 572,948 | 2nd place solution (Team imagination-research) | 2 | 328 | https://www.kaggle.com/competitions/ai-mathematical-olympiad-progress-prize-2/writeups/imagination-research-2nd-place-solution-team-imagi | * **Repository**: [https://github.com/imagination-research/aimo2](https://github.com/imagination-research/aimo2)
* **Models**:
[https://huggingface.co/imagination-research/deepseek-14b-sft-dpo4](https://huggingface.co/imagination-research/deepseek-14b-sft-dpo4)
[https://huggingface.co/imagination-research/deepsee... | 18,259 | [] |
ai-mathematical-olympiad-progress-prize-2 | AI Mathematical Olympiad - Progress Prize 2 | 574,262 | 5th place solution | 5 | 304 | https://www.kaggle.com/competitions/ai-mathematical-olympiad-progress-prize-2/writeups/usernam-5th-place-solution | First, I would like to express my sincere gratitude to XTX Markets and Kaggle for hosting this excellent competition. Organizing an event of this quality and scale is a significant undertaking. I also extend my appreciation to all the participants for their dedication and contributions.
**Solution Details (luck + 14b-... | 8,382 | [] |
ai-mathematical-olympiad-progress-prize-2 | AI Mathematical Olympiad - Progress Prize 2 | 573,671 | 4th place solution | 4 | 290 | https://www.kaggle.com/competitions/ai-mathematical-olympiad-progress-prize-2/writeups/sravn-4th-place-solution | 4th Place Solution โ AIMO Reasoning Challenge
Summary
This solution is based on a single quantized 14B DeepSeek model, using a simple, fixed inference strategy without time management or system prompts. I focused on robustness over leaderboard tuning, avoiding overfitting by validating locally on a custom set of math... | 4,345 | [] |
aiquest-bangla-sentiment-analysis-competition | aiquest - Bangla Sentiment Analysis Competition | 573,440 | Bangla Text to Sentiment: A BERT-Based Approach and Ensemble-Based Solution | null | 258 | https://www.kaggle.com/competitions/aiquest-bangla-sentiment-analysis-competition/writeups/roman-ahmed-bangla-text-to-sentiment-a-bert-based- | **BERT-Based Approach**
๐ Competition Solution: Bangla Sentiment Analysis
--------------------------------------------------
This solution combines custom Bangla text preprocessing with deep learning using BanglaBERT, and applies 5-fold stratified cross-validation to ensure robust performance. Here's a breakdown of ... | 7,155 | [] |
airbnb-recruiting-new-user-bookings | Airbnb New User Bookings | 18,918 | 5th Place Solution | 5 | 349 | https://www.kaggle.com/competitions/airbnb-recruiting-new-user-bookings/writeups/branden-murray-5th-place-solution | ##### 5th Place Solution โ Airbnb New User Bookings
Hey,
I thought I'd share with you all some of what I did for this competition. I liked this one a lot because it allowed for some creative feature engineering. My final model was an ensemble of 8 XGBs, 4NN (nolearn Lasagne), 1 GLMNET, and 1 RandomForest (using 'rang... | 14,281 | [] |
airbnb-recruiting-new-user-bookings | Airbnb New User Bookings | 18,976 | 2nd Place Solution | 2 | 298 | https://www.kaggle.com/competitions/airbnb-recruiting-new-user-bookings/writeups/keiku-2nd-place-solution | ##### Project Files
15 Comments
-----------
Hotness
[](https://www.kaggle.com/keiku322)
Posted 10 years ago
ยท 2nd in this Competition
Sorry for not explaining enough. (and I'm sorry for my poor English.)
* About age features.
I created age_cln and age_cln2 as numerical features of 1st and 2nd layer model, and... | 7,080 | [] |
airbnb-recruiting-new-user-bookings | Airbnb New User Bookings | 18,944 | Sharing Solution of Rank 23 (0.88625 on Private LB) | null | 226 | https://www.kaggle.com/competitions/airbnb-recruiting-new-user-bookings/writeups/vopani-sharing-solution-of-rank-23-0-88625-on-priv | ##### Sharing Solution of Rank 23 (0.88625 on Private LB) โ Airbnb New User Bookings
Sharing Solution of Rank 23 (0.88625 on Private LB)
===================================================
Solution Writeup ยท 23rd place ยท Feb 13, 2016
For whoever is interested, here's my complete solution: [https://github.com/rohanra... | 1,898 | [] |
airbnb-recruiting-new-user-bookings | Airbnb New User Bookings | 18,936 | Solution Sharing (0.88691 on private LB) | null | 175 | https://www.kaggle.com/competitions/airbnb-recruiting-new-user-bookings/writeups/pxk-solution-sharing-0-88691-on-private-lb | ##### Solution Sharing (0.88691 on private LB) โ Airbnb New User Bookings
Here is my solution that gives the above score. (I didn't pick this as one of my final submissions !) [https://github.com/paragkale/kaggle-airbnb](https://github.com/paragkale/kaggle-airbnb). There are two scripts (1) first run "makedata_session... | 2,758 | [] |
airbnb-recruiting-new-user-bookings | Airbnb New User Bookings | 18,973 | Solution Presentation (#54) | null | 104 | https://www.kaggle.com/competitions/airbnb-recruiting-new-user-bookings/writeups/randombishop-solution-presentation-54 | ##### Solution Presentation (#54) โ Airbnb New User Bookings
Solution Presentation (#54)
===========================
Solution Writeup ยท 54th place
Thanks to organizers and Kagglers for this interesting challenge and its sharings in the forums, and congratulations to the top 10 !
FWIW, here is a presentation of my a... | 1,949 | [] |
airbus-ship-detection | Airbus Ship Detection Challenge | 71,782 | 6th Place Solution (41st in the Public LB) | 6 | 314 | https://www.kaggle.com/competitions/airbus-ship-detection/writeups/ods-ai-bzs-6th-place-solution-41st-in-the-public-l | First of all, I'd like to thank my teammates [ZFTurbo](https://www.kaggle.com/zfturbo) and [Nick Sergievskiy](https://www.kaggle.com/nicksergievskiy) for the nice teamwork and their great effort!
We've entered the competition and merged into the team pretty late. Thus, we haven't had enough time to make lots of experi... | 2,848 | [] |
airbus-ship-detection | Airbus Ship Detection Challenge | 74,443 | 1st place solution for Algorithm Speed Prize | 1 | 281 | https://www.kaggle.com/competitions/airbus-ship-detection/writeups/ods-ai-alex-sologub-1st-place-solution-for-algorit | ##### 1st place solution for Algorithm Speed Prize โ Airbus Ship Detection Challenge
Hi there!
Here's a quick breakdown of the 1st place solution:
1. PyTorch.
2. SE-ResNet50 as a classifier: took around 30 seconds to infer all images.
3. LinkNet as a segmentation network: took around 140 seconds to infer all p... | 5,391 | [] |
airbus-ship-detection | Airbus Ship Detection Challenge | 71,595 | 9th place solution | 9 | 241 | https://www.kaggle.com/competitions/airbus-ship-detection/writeups/kensho-mosaic-9th-place-solution | Congratulations to the winners, especially Victor and Selim of topcoders, whose 2018 DSB winning [solution](https://github.com/selimsef/dsb2018_topcoders) we adopted for this competition.
Finding overlap
---------------
Due to the overlapping issue, we wrote an algorithm to find all the overlapping pairs of images in... | 5,160 | [] |
airbus-ship-detection | Airbus Ship Detection Challenge | 71,607 | 10th MaskRCNN without ensemble and TTA solution. | 10 | 227 | https://www.kaggle.com/competitions/airbus-ship-detection/writeups/tkuanlun350-10th-maskrcnn-without-ensemble-and-tta | ##### 10th MaskRCNN without ensemble and TTA solution. โ Airbus Ship Detection Challenge
Congratulations to all the winners ! Since most team used Unet-based solution so I think others may be interested in MaskRCNN based solution.
My pipeline is ordinary: Unet101 with 384*384 + MaskRCNN.
No TTA and ensemble because ... | 3,298 | [] |
airbus-ship-detection | Airbus Ship Detection Challenge | 71,664 | 14th place solution: data and metric comprehension | 14 | 226 | https://www.kaggle.com/competitions/airbus-ship-detection/writeups/robga-kerem-radek-14th-place-solution-data-and-met | My team and I are happy to achieve a 14th place. Congratulations to everyone else in medal positions! And many thanks to my team mates [radek](https://www.kaggle.com/radek1) and [kerem](https://www.kaggle.com/keremt) for inspirational collaboration.
This is my first attempt at a Kaggle competition with tiers/points. 1... | 6,201 | [] |
airbus-ship-detection | Airbus Ship Detection Challenge | 71,659 | 11th place solution | 11 | 181 | https://www.kaggle.com/competitions/airbus-ship-detection/writeups/igor-praznik-11th-place-solution | First of all congratulations to the winners!
**Data**
The main challenge of this completion, from my point of view, was very unbalanced data for ship/no ship, split/no split cases, very different types of images from distance, quality etc point of view.
For the training I took only images with ships from the trainin... | 3,411 | [] |
airbus-ship-detection | Airbus Ship Detection Challenge | 71,875 | Oriented SSD (solution without segmentation) | null | 150 | https://www.kaggle.com/competitions/airbus-ship-detection/writeups/toshi-k-oriented-ssd-solution-without-segmentation | ##### Oriented SSD (solution without segmentation) โ Airbus Ship Detection Challenge
Author
Hotness
[](https://www.kaggle.com/sheriytm)
Congrats [@toshi](https://www.kaggle.com/toshi)_k, and thanks for sharing.
[](https://www.kaggle.com/iafoss)
[### Iafoss](https://www.kaggle.com/iafoss)
Posted 7 years ago
ยท 38... | 2,287 | [] |
alaska2-image-steganalysis | ALASKA2 Image Steganalysis | 168,870 | 3rd place solution | 3 | 360 | https://www.kaggle.com/competitions/alaska2-image-steganalysis/writeups/kaizaburochubachi-3rd-place-solution | Thanks for hosting this interesting, leakage free competition. I learned a lot from this competition. I also thank the other participants. I am very impressed with the unique solutions of the other participants. I will read all posted solutions.
Here is a description of the my solution.
Validation
----------
I split... | 4,505 | [] |
alaska2-image-steganalysis | ALASKA2 Image Steganalysis | 168,546 | [ABBA McCandless] - 2nd place solution overview | 2 | 353 | https://www.kaggle.com/competitions/alaska2-image-steganalysis/writeups/abba-mccandless-abba-mccandless-2nd-place-solution | ##### [ABBA McCandless] - 2nd place solution overview โ ALASKA2 Image Steganalysis
[ABBA McCandless] - 2nd place solution overview
===============================================
Solution Writeup ยท 2nd place ยท Jul 21, 2020
A summary of our solution - 0.945/0.932 (Public/Private)
**In short**: Trust your CV
I used ... | 6,480 | [] |
alaska2-image-steganalysis | ALASKA2 Image Steganalysis | 168,548 | 1st place solution | 1 | 342 | https://www.kaggle.com/competitions/alaska2-image-steganalysis/writeups/guanshuo-xu-1st-place-solution | ##### 1st place solution โ ALASKA2 Image Steganalysis
**Methods:**
I combined a model trained in the spatial domain (YCbCr) and a model trained in the DCT domain with a second-level model trained using their bottleneck features.
The spatial domain model was seresnet18 initialized with imagenet weights. To make train... | 9,882 | [] |
alaska2-image-steganalysis | ALASKA2 Image Steganalysis | 168,519 | [8th Place] Brief solution. | 8 | 212 | https://www.kaggle.com/competitions/alaska2-image-steganalysis/writeups/bandabi-8th-place-brief-solution | ##### [8th Place] Brief solution. โ ALASKA2 Image Steganalysis
[8th Place] Brief solution.
===========================
Solution Writeup ยท 8th place ยท Nov 5, 2021
Before posting
==============
Before posting, Thanks for hosting this great competition. And also, Thanks to our great teammates: [@titericz](https://www.... | 5,149 | [] |
amex-default-prediction | American Express - Default Prediction | 348,530 | 21st Solution and Code Sharing | null | 275 | https://www.kaggle.com/competitions/amex-default-prediction/writeups/angus-ryota-joe-21st-solution-and-code-sharing | A huge huge thank you to [@andrew60909](https://www.kaggle.com/andrew60909) and [@ryotak12](https://www.kaggle.com/ryotak12) for an excellent team experience. We learned a lot and had fun, and I appreciate their patience with my extended, largely unsuccessful efforts to make a transformer work really well ๐. Thanks al... | 13,086 | [] |
amp-parkinsons-disease-progression-prediction | AMPยฎ-Parkinson's Disease Progression Prediction | 411,505 | 1st Place Solution | 1 | 349 | https://www.kaggle.com/competitions/amp-parkinsons-disease-progression-prediction/writeups/connecting-dotts-1st-place-solution | ##### 1st Place Solution โ AMPยฎ-Parkinson's Disease Progression Prediction
1st Place Solution
==================
Solution Writeup ยท 1st place ยท May 22, 2023
First of all we would like to thank Kaggle and AMP PD for hosting this competition and providing a great dataset to dig into and rich enough to get lost in it f... | 8,177 | [] |
amp-parkinsons-disease-progression-prediction | AMPยฎ-Parkinson's Disease Progression Prediction | 411,546 | 3rd place solution | 3 | 286 | https://www.kaggle.com/competitions/amp-parkinsons-disease-progression-prediction/writeups/hajime-tamura-3rd-place-solution | First of all, I would like to thank Kaggle and AMP PD for organizing this great competition. I would also like to thank all the kagglers who participated in this competition. I am very happy to have won my first gold medal and also to have won a prize.
My solution is simple and consists of three main functions.
1. Gr... | 2,691 | [] |
amp-parkinsons-disease-progression-prediction | AMPยฎ-Parkinson's Disease Progression Prediction | 418,143 | 2nd Place Solution | 2 | 282 | https://www.kaggle.com/competitions/amp-parkinsons-disease-progression-prediction/writeups/no-luck-all-skill-2nd-place-solution | Sorry for late sharing. First of all, thanks to competition organizers for hosting this interesting competition and my great teammates(@hyd,@rib). And congrats my friend rib for becoming GM.
Our solution is simple, we found information related to "visit_month" very useful and information related to proteins are useles... | 1,964 | [] |
amp-parkinsons-disease-progression-prediction | AMPยฎ-Parkinson's Disease Progression Prediction | 411,394 | 12th Place Solution | 12 | 263 | https://www.kaggle.com/competitions/amp-parkinsons-disease-progression-prediction/writeups/win-kinakomochi-vs-sophia-12th-place-solution | Before anything else, I want to express my deep gratitude to my team members [@vitalykudelya](https://www.kaggle.com/vitalykudelya)[@yukisawamura](https://www.kaggle.com/yukisawamura)[@yukisawamura](https://www.kaggle.com/yukisawamura)[@salaryman](https://www.kaggle.com/salaryman) who contributed their time, efforts, a... | 3,191 | [] |
amp-parkinsons-disease-progression-prediction | AMPยฎ-Parkinson's Disease Progression Prediction | 442,273 | 43rd (top 3%) silver medal solution | 3 | 262 | https://www.kaggle.com/competitions/amp-parkinsons-disease-progression-prediction/writeups/wojciech-victor-fulmyk-43rd-top-3-silver-medal-sol | ##### 43rd (top 3%) silver medal solution โ AMPยฎ-Parkinson's Disease Progression Prediction
The following presents my solution, which got 43rd place on the private leaderboard and earned me a silver medal.
You can see the code for my solution [here](https://www.kaggle.com/code/wisawesome/amp-pdpp-top-3-solution-code/... | 4,142 | [] |
amp-parkinsons-disease-progression-prediction | AMPยฎ-Parkinson's Disease Progression Prediction | 411,395 | 8th place solution: One trick to win the gold | 8 | 228 | https://www.kaggle.com/competitions/amp-parkinsons-disease-progression-prediction/writeups/all-luck-no-skill-8th-place-solution-one-trick-to- | Thanks my teammates [@hookman](https://www.kaggle.com/hookman)[@zui0711](https://www.kaggle.com/zui0711)[@max2020](https://www.kaggle.com/max2020)[@librauee](https://www.kaggle.com/librauee) , I have learnt a lot from them. A crucial trick found by them is there are two groups in the data: **The true patients and the c... | 2,140 | [] |
amp-parkinsons-disease-progression-prediction | AMPยฎ-Parkinson's Disease Progression Prediction | 411,398 | 4th Place Gold - Single Model RAPIDS cuML SVR! | 4 | 226 | https://www.kaggle.com/competitions/amp-parkinsons-disease-progression-prediction/writeups/chris-deotte-4th-place-gold-single-model-rapids-cu | AMPยฎ-Parkinson's Disease Progression Prediction
-----------------------------------------------
Wow, this competition had a close finish at the top. I suspected this would be the case because I believe there was only 1 source of reliable signal (i.e. `patient visit dates`) and all the tops teams were working hard to e... | 6,135 | [] |
amp-parkinsons-disease-progression-prediction | AMPยฎ-Parkinson's Disease Progression Prediction | 411,380 | 9th Place Solution | 9 | 213 | https://www.kaggle.com/competitions/amp-parkinsons-disease-progression-prediction/writeups/makotu-9th-place-solution | First of all, I would like to express my gratitude to everyone who organized this competition, thank you! Given the small amount of data, the competition was quite uncertain, but I'm glad that I was able to achieve good results.
Now, I will describe my solution below.
Solution Overview
-----------------
The importan... | 2,656 | [] |
aptos2019-blindness-detection | APTOS 2019 Blindness Detection | 108,065 | 1st place solution summary | 1 | 379 | https://www.kaggle.com/competitions/aptos2019-blindness-detection/writeups/guanshuo-xu-1st-place-solution-summary | ##### 1st place solution summary โ APTOS 2019 Blindness Detection
1st place solution summary
==========================
Solution Writeup ยท 1st place ยท Sep 12, 2019
Thanks to APTOS and Kaggle for hosting this interesting competition.
I also would like to thank those who generously contributed in the kernels and disc... | 6,043 | [] |
aptos2019-blindness-detection | APTOS 2019 Blindness Detection | 108,209 | 78th place solution and thoughts (first medal!) | 1 | 348 | https://www.kaggle.com/competitions/aptos2019-blindness-detection/writeups/owl-team-78th-place-solution-and-thoughts-first-me | My experience
-------------
Congratulations to all the participants! I am very excited as this is my first medal!
Before you read my post, please upvote my teammate's ( [@agscin](https://www.kaggle.com/agscin) ) post over [here](https://www.kaggle.com/c/aptos2019-blindness-detection/discussion/107940#latest-620900)
... | 9,928 | [] |
aptos2019-blindness-detection | APTOS 2019 Blindness Detection | 108,030 | 8th Place Solution | 8 | 347 | https://www.kaggle.com/competitions/aptos2019-blindness-detection/writeups/eye-of-stars-8th-place-solution | First of all I want to thank everyone who participated, shared kernels and was part of activate discussion.
PROBLEM:
--------
As you have already heard and read many top team solutions have used very simple 2 STEP approach in fact this was heavily discussed here
([https://www.kaggle.com/c/aptos2019-blindness-detecti... | 6,205 | [] |
aptos2019-blindness-detection | APTOS 2019 Blindness Detection | 107,987 | 4th place solution | 4 | 335 | https://www.kaggle.com/competitions/aptos2019-blindness-detection/writeups/best-over-fitting-4th-place-solution | ##### 4th place solution โ APTOS 2019 Blindness Detection
4th place solution
==================
Solution Writeup ยท 4th place ยท Sep 13, 2019
My Submissions
==============
My best public LB: `0.842` (with quick submit, so no private LB available)
My FINAL submit v1, with public LB `0.838` , private LB `0.932` , is b... | 4,338 | [] |
aptos2019-blindness-detection | APTOS 2019 Blindness Detection | 107,960 | 5th place solution | 5 | 304 | https://www.kaggle.com/competitions/aptos2019-blindness-detection/writeups/5th-place-solution | ##### 5th place solution โ APTOS 2019 Blindness Detection
5th place solution
==================
Solution Writeup ยท 5th place ยท Sep 11, 2019
Congrats to everyone, Here is my solution, not complicated.
models
------
* efficientnet-b0
* efficientnet-b1
* efficientnet-b2
* efficientnet-b3
I just combined the ... | 3,218 | [] |
aptos2019-blindness-detection | APTOS 2019 Blindness Detection | 107,926 | 4th place solution (2nd after LB cleaning) | 4 | 292 | https://www.kaggle.com/competitions/aptos2019-blindness-detection/writeups/ods-ai-eye-of-private-lb-4th-place-solution-2nd-af | ##### 4th place solution (2nd after LB cleaning) โ APTOS 2019 Blindness Detection
4th place solution (2nd after LB cleaning)
==========================================
Solution Writeup ยท 2nd place ยท Sep 11, 2019
Congrats everyone with excellent results and ending of this exciting competition!
**Data**
We used full... | 3,204 | [] |
arc-prize-2024 | ARC Prize 2024 | 545,671 | 2nd Place Solution for the ARC Prize 2024 Competition: Omni-ARC approach | 2 | 357 | https://www.kaggle.com/competitions/arc-prize-2024/writeups/guillermo-barbadillo-2nd-place-solution-for-the-ar | Any feedback to improve this post or the [paper](https://ironbar.github.io/arc24/05_Solution_Summary/) is very welcome ๐!
This post is almost a duplicate of the [paper](https://ironbar.github.io/arc24/05_Solution_Summary/), I would recommend to go to the [paper](https://ironbar.github.io/arc24/05_Solution_Summary/) d... | 18,505 | [] |
arc-prize-2024 | ARC Prize 2024 | 550,414 | 4th place solution | 4 | 269 | https://www.kaggle.com/competitions/arc-prize-2024/writeups/william-wu-4th-place-solution | First and foremost, I would like to extend my utmost gratitude to Kaggle and the ARC Prize organizers for hosting this remarkable competition, which represents a pivotal step in raising awareness and advancing efforts toward addressing the challenges of Artificial General Intelligence (AGI).
The code is linked here: [... | 3,042 | [] |
arc-prize-2024 | ARC Prize 2024 | 550,336 | 5th place solution | 5 | 263 | https://www.kaggle.com/competitions/arc-prize-2024/writeups/poohai-5th-place-solution | Our code is [here](https://www.kaggle.com/code/gromml/arc-prize-2024-poohai-solution).
Basically, our solution consists of 3 ideas:
1) **Ensembling different solutions.**
 | null | 97 | https://www.kaggle.com/competitions/arc-prize-2025/discussion/575152 | I worked on ARC AGI 2024 for a chunk of last year. Whilst I didn't submit to the competition, I wrote up some interesting observations which ended up in talks at a conference (PyDataGlobal) and several at meetups (PyDataLondon). I see that Kaggle picked this up on their LinkedIn account and I've been meaning to share m... | 4,489 | [] |
ariel-data-challenge-2025 | NeurIPS - Ariel Data Challenge 2025 | 609,210 | 7th Place Solution | 7 | 335 | https://www.kaggle.com/competitions/ariel-data-challenge-2025/writeups/7st-place-solution | Introduction
------------
We ( [@horikitasaku](https://www.kaggle.com/horikitasaku) and [@takaito](https://www.kaggle.com/takaito)) would like to express our sincere gratitude to the organizers for such an outstanding competition.
Special thanks also for staff members like Sohier Dane [@sohier](https://www.kaggle.com... | 8,138 | [] |
ariel-data-challenge-2025 | NeurIPS - Ariel Data Challenge 2025 | 611,004 | 4th place solution | 4 | 329 | https://www.kaggle.com/competitions/ariel-data-challenge-2025/writeups/4th-place-solution | The code for my solution is available in [this public github repository](https://github.com/thomasdueholm/kaggle_ariel_2025).
I have documented my solution in [this pdf file](https://github.com/thomasdueholm/kaggle_ariel_2025/blob/main/model_summary/model_summary.pdf). The description became quite long, so I am making... | 23,843 | [] |
ariel-data-challenge-2025 | NeurIPS - Ariel Data Challenge 2025 | 609,629 | 5th place solution | 5 | 308 | https://www.kaggle.com/competitions/ariel-data-challenge-2025/writeups/5th-place-solution | This competition was a great opportunity to take a break from deep learning and do some modeling. Huge thanks to Kaggle, [@gordonyip](https://www.kaggle.com/gordonyip) and all the other organizers, looking forward to the 2026 edition!
At the base of my solution is a physical model with parameters fit to match the nois... | 6,415 | [] |
ariel-data-challenge-2025 | NeurIPS - Ariel Data Challenge 2025 | 609,888 | 1st place solution: Bayesian Inference, of course | 1 | 307 | https://www.kaggle.com/competitions/ariel-data-challenge-2025/writeups/1st-place-solution-bayesian-inference-of-course | [Link to code to train and submit](https://www.kaggle.com/code/jeroencottaar/ariel2025-1st-place-bayesian-exoplanet-analysis)
This year I'm also releasing the full development history: [https://github.com/jcottaar/ariel2](https://github.com/jcottaar/ariel2)
I'd like to start by thanking the organizers for another gre... | 14,752 | [] |
ariel-data-challenge-2025 | NeurIPS - Ariel Data Challenge 2025 | 609,510 | 8th place solution | 8 | 293 | https://www.kaggle.com/competitions/ariel-data-challenge-2025/writeups/8th-place-solution | I would like to express my gratitude to Kaggle and University College London for hosting this competition. I learned a great deal, and it was truly an exciting experience.
Summary
-------
1. Preprocess : noise reduction
2. Stage 1 : transit time prediction & filtering bad samples
3. Stage2 : physics-based trans... | 5,307 | [] |
ashrae-energy-prediction | ASHRAE - Great Energy Predictor III | 123,481 | 2nd Place Solution | 2 | 395 | https://www.kaggle.com/competitions/ashrae-energy-prediction/writeups/cha0s-2nd-place-solution | Our team finished 2nd on private LB (12th on public). The private LB is finally released officially.
So happy and pumped up for winning in the money for the first time on Kaggle (after 6 years). Santa has been kind this year :-)
Our team will be kind too and share our complete solution.
Solution Architecture:
------... | 6,807 | [] |
ashrae-energy-prediction | ASHRAE - Great Energy Predictor III | 124,709 | 1st Place Solution Team Isamu & Matt | 1 | 393 | https://www.kaggle.com/competitions/ashrae-energy-prediction/writeups/isamu-matt-1st-place-solution-team-isamu-matt | Thank you to Kaggle and ASHRAE for hosting this competition. The decision to use only non-leak data for the private test set helped to make this competition fair. Thank you to all those who contributed to the kernels and discussions and especially those who made the leaks public. Last but not least, I'd like to thank a... | 7,593 | [] |
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