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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
๋Šฆ์–ด์„œ ์ฃ„์†กํ•ฉ๋‹ˆ๋‹ค ์ตœ๊ทผ์— ์ •์‹ ์ด ์—†์—ˆ์Šต๋‹ˆ๋‹คใ… ใ…  ์šฐ์„  kaggle korea 3rd ๋Œ€ํšŒ๋ฅผ ์ฃผ์ตœํ•ด์ฃผ์‹  ๋ถ„๊ป˜ ์ •๋ง ๊ฐ์‚ฌ๋“œ๋ฆฝ๋‹ˆ๋‹ค!! ๋งค๋ฒˆ kaggle์„ ํ•ด๋ด์•ผ์ง€ ํ•ด๋ด์•ผ์ง€ ํ•˜๋ฉด์„œ ๋ฏธ๋ค˜์—ˆ๋Š”๋ฐ (2๋…„์ „์— ๊ฐ€์ž…์„ ํ•˜๊ณ  ๊ทธ๋•Œ๋ถ€ํ„ฐ ๋ฏธ๋ค˜์—ˆ๋“œ๋ผ๊ตฌ์š”ใ…‹ใ…‹) ์ข‹์€ ๋Œ€ํšŒ๋ฅผ ์—ด์–ด์ฃผ์…”์„œ ์ฆ๊ฒ๊ฒŒ ์ฐธ์—ฌํ•  ์ˆ˜ ์žˆ์—ˆ์Šต๋‹ˆ๋‹ค. ๋˜ ์ปค๋„๊ณผ ๋””์Šค์ปค์…˜์—์„œ ์•„๋‚Œ์—†์ด ์ž๋ฃŒ๋ฅผ ๊ณต์œ ํ•ด์ฃผ์‹  ๋ถ„๋“ค ์ •๋ง ๊ฐ์‚ฌํ•ฉ๋‹ˆ๋‹ค!! ์ •๋ง ๋งŽ์ด ๋ฐฐ์› ์Šต๋‹ˆ๋‹ค. ์ €๋Š” ์„ธ์›๋‹˜์ด ์˜ฌ๋ ค์ฃผ์‹  ์ปค๋„๊ณผ ๋””์Šค์ปค์…˜ ์ž๋ฃŒ๋“ค์„ ๊ทธ๋Œ€๋กœ ๋”ฐ๋ผ๊ฐ”์Šต๋‹ˆ๋‹คใ…Žใ…Ž 1. kfold StratifiedKFold ์‚ฌ์šฉํ•ด์„œ 4fold, 8fold ๋‘˜๋‹ค ๋งŒ๋“ค์–ด๋’€์Šต๋‹ˆ๋‹ค. ...
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 € ์ข‹์€ ๋Œ€ํšŒ ๋งˆ๋ จํ•ด ์ฃผ์‹  KaKR ์šด์˜์ง„๋ถ„๋“ค๊ป˜ ๊ฐ์‚ฌ์˜ ์ธ์‚ฌ๋ฅผ ๋“œ๋ฆฌ๊ณ  ์‹ถ์Šต๋‹ˆ๋‹ค. ์ €๋Š” ํ•™๋ถ€์ƒ์ด์–ด์„œ ํ•™๊ธฐ์ค‘์—๋Š” ๋ฐ”๋น  ์ด์ „ ๋Œ€ํšŒ๋“ค์€ ์ฐธ์—ฌํ•˜์ง€ ๋ชปํ•˜๊ณ  ์žˆ์—ˆ์Šต๋‹ˆ๋‹ค. ์šฐ์—ฐํžˆ ์ด๋ฒˆ competition๊ณผ ๋ฐฉํ•™์ด ๊ฒน์ณ์„œ ์ด๋ ‡๊ฒŒ ์ฐธ์—ฌํ•˜๊ฒŒ ๋˜์—ˆ์Šต๋‹ˆ๋‹ค. ์ด ๊ธ€์„ ํ†ตํ•˜์—ฌ ์ €์˜ solution๊ณผ score์„ ์–ป๊ธฐ ์œ„ํ•ด์„œ ์–ด๋–ค ๋ฐฉ์‹๋“ค์„ ์‹œ๋„ํ–ˆ๋Š”์ง€ ๊ณต์œ ํ•˜๊ฒ ์Šต๋‹ˆ๋‹ค! ๋‹ค๋ฅธ ์ˆœ์œ„๊ถŒ ๋ถ„๋“ค๋„ ์ข‹์€ solution๊ณผ ์‹œํ–‰์ฐฉ์˜ค๋“ค์„ ๊ณต์œ ํ•ด ์ฃผ์…”์„œ ๋‹ค๊ฐ™์ด ๋ฐฐ์šธ ์ˆ˜ ์žˆ๋Š” ๊ธ€๋“ค์„ ๋‚จ๊ฒจ์ฃผ์…จ์œผ๋ฉด ์ข‹๊ฒ ์Šต๋‹ˆ๋‹ค! * _Augmentation_ : (saewon๋‹˜์˜ kernel์„ ์ฐธ๊ณ ํ•˜์˜€์Šต๋‹ˆ๋‹ค.) Random...
2,618
[]
2019-3rd-ml-month-with-kakr
2019 3rd ML month with KaKR
105,677
12th Solution ๊ณต์œ 
12
171
https://www.kaggle.com/competitions/2019-3rd-ml-month-with-kakr/writeups/taemyung-heo-12th-solution
12th Solution ๊ณต์œ  ---------------- ์•ˆ๋…•ํ•˜์„ธ์š”. ์ด์ „์— ๋”ฅ๋Ÿฌ๋‹์— ๋Œ€ํ•ด ๊ณต๋ถ€ํ•˜๊ธด ํ–ˆ์ง€๋งŒ ์‹ค์ œ ํ”„๋กœ์ ํŠธ๋ฅผ ํ•˜๊ฑฐ๋‚˜ ๋ฌธ์ œ๋ฅผ ํ’€์–ด๋ณธ ๊ฑด ์ด๋ฒˆ์ด ์ฒ˜์Œ์ด์—ˆ๋Š”๋ฐ์š”. ๋Œ€ํšŒ ์ฐธ์—ฌํ•˜๋ฉด์„œ ๋งŽ์€ ๋ถ„๋“ค์ด ํ›Œ๋ฅญํ•œ ์ปค๋„์„ ๊ณต๊ฐœํ•ด์ฃผ์‹  ๋•์— ์‹ค์ œ ์ด๋ฏธ์ง€ ๋ถ„๋ฅ˜ ๋ฌธ์ œ๋ฅผ ์–ด๋–ป๊ฒŒ ํ’€์–ด์•ผ ํ•˜๋Š”์ง€ ์—ฌ๋Ÿฌ๊ฐ€์ง€ ํ…Œํฌ๋‹‰์„ ๋งŽ์ด ๋ฐฐ์šฐ๊ณ  ์ ์šฉํ•ด ๋ณผ ์ˆ˜ ์žˆ์—ˆ์Šต๋‹ˆ๋‹ค. ์ข‹์€ ๊ธฐํšŒ๋ฅผ ๋งˆ๋ จํ•ด์ฃผ์‹  ์บ๊ธ€ ์ฝ”๋ฆฌ์•„ ์šด์˜์ง„์—๊ฒŒ ์ง„์‹ฌ์œผ๋กœ ๊ฐ์‚ฌ๋“œ๋ฆฝ๋‹ˆ๋‹ค. ์ €๋Š” ์ตœ์ข… ์Šค์ฝ”์–ด ํ”„๋ผ์ด๋น— ๋ฆฌ๋”๋ณด๋“œ ๊ธฐ์ค€์œผ๋กœ 0.95491์ด ๋‚˜์™”๊ณ  ์ˆœ์œ„๋Š” 12์œ„๋ฅผ ํ–ˆ๋Š”๋ฐ์š”. ์†”๋ฃจ์…˜ ๊ณต์œ ๋ฅผ ์œ„ํ•ด ์ปค๋„์„ ๋‹ค์‹œ ์žฌํ˜„ํ•ด๋ณด๋‹ˆ 0.95565๋กœ ์ตœ...
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: ![Image 1](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox...
6,967
[]
AI4Code
Google AI4Code โ€“ Understand Code in Python Notebooks
343,595
4th solution
4
285
https://www.kaggle.com/competitions/AI4Code/writeups/gezi-4th-solution
**Recall model** (infer 2h+, 1h using 2 T4) * 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 ![Image 1](https://w...
1,832
[]
DontGetKicked
Don't Get Kicked!
7,524
Solution
null
53
https://www.kaggle.com/competitions/DontGetKicked/discussion/7524
[](https://www.kaggle.com/willadams) Will Adams ยท Featured Prediction Competition ยท 14 years ago Predict if a car purchased at auction is a lemon ![Image 1](https://www.kaggle.com/competitions/2564/images/header) 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. Highโ€‘level 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. ![Image 1](https://www.kaggle.com/competitions/59156/images/header) 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. Itโ€™s really painful and tough during last few weeks since our score didnโ€™t 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 ๐Ÿฅ‡ [Owkin]
1
376
https://www.kaggle.com/competitions/UBC-OCEAN/writeups/owkin-1st-place-solution-owkin
1st Place Solution ๐Ÿฅ‡ [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๏ผŒClassification 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. ![Image 1](https://www.kaggle.com/competitions/121144/images/header) 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. ![Image 1](https://www.kaggle.com/competitions/121144/images/header) 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. ![Image 1](https://www.kaggle.com/competitions/121144/images/header) 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. ![Image 1](https://www.kaggle.com/competitions/121144/images/header) 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. ![Image 1](https://www.kaggle.com/competitions/121144/images/header) 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 ![Image 1](https://www.kaggle.com/competitions/73231/images/header) 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. #### ใƒปPrompt I emphasized self-doubt. This may make the AI โ€‹โ€‹think 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 ![Image 1](https://www.kaggle.com/competitions/73231/images/header) 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** ๐Ÿ† 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 ๐Ÿ˜‚. 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 ๐Ÿ‘! 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.** ![Image 1](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F3365741%2F83488802523e694d5ab4ce5984e0e0f6%...
3,255
[]
arc-prize-2025
ARC Prize 2025
575,152
Conference write-up for my attempts at ARC AGI 2024 (llama.cpp + llama 3.0 8B/70B writing Python solvers)
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
[]