优胜方案合集

汇集各类比赛的优胜方案 · 共 354 个比赛

Binary Classification of Machine Failures

2023-06-13 预测性维护事件预测异常检测算法竞技赛

4 个方案

3rd solution | based on 90% multi AutoML solutions

11th Place Solution | Unexpected Top 1%

17th Place Solution | Only 1 Catboost

47th Place Solution | RepeatedKFold CatBoost

Regression with a Crab Age Dataset

2023-05-30 生命科学数值预测算法竞技赛

3 个方案

3rd private 6th public | Brute-force ensemble| Post-processing

#5 Solution | five models + LADRegression

#11 solution: what worked and what didn't

HuBMAP - Hacking the Human Vasculature

2023-05-22 医学影像分析实例分割语义分割算法竞技赛

11 个方案

1st place solution

2nd place solution

4th Place Solution [SDSRV.AI] GoN

7th Place Solution

8th Place Solution: single model with heavy augmentation + tuned threshold

9th place solution

10th place solutions!

12th place solution

19th Place Solution: Repeated Pseudo Labeling

30th place solution

Private 47th solution

Feature Imputation with a Heat Flux Dataset

2023-05-16 预测性维护数值预测算法竞技赛

8 个方案

1st Place Solution | A Diverse Ensemble

2nd place solution explained: the power of original dataset

3rd Place Solution | KNN Imputation + LightGBM/XGBoost Ensemble

5th Place Solution | Imputation Without Any Imputers

6th place solution

9th place solution + Pseudo label + IterativeImputer + Multi AutoGluon

11th AutoML is all you need

14th Place Solution: hillclimbers w/ negative weights

ICR - Identifying Age-Related Conditions

2023-05-11 基因组学与生物信息数值预测异常检测算法竞技赛

16 个方案

How on Earth did I win this competetion?

Wow (and our solution)

3rd Place Solution for the "ICR - Identifying Age-Related Conditions" Competition

4rd Place Solution for the "ICR - Identifying Age-Related Conditions"

5. place solution

6th Position winner solution for the : ICR - Identifying Age-Related Conditions

7th Place Solution

8th Place Solution for the "ICR - Identifying Age-Related Conditions" Competition

9th Place Solution for the "ICR - Identifying Age-Related Conditions" Competition

13th Place Solution for the "ICR - Identifying Age-Related Conditions" Competition

15th Place Solution for the "ICR - Identifying Age-Related Conditions"

17th place!🏆🏆

19th Place Solution for the "ICR - Identifying Age-Related Conditions" Competition

30th Place Solution for the ICR - Identifying Age-Related Conditions Competition

40th Place Solution for the ICR - Identifying Age-Related Conditions Competition

Google - American Sign Language Fingerspelling Recognition

2023-05-10 计算机视觉关键点检测序列标注算法竞技赛

17 个方案

[1st place solution] Improved Squeezeformer + TransformerDecoder + Clever augmentations

2nd place solution - Test & Compare ASR algorithms

[3rd place solution with code] 17 layers squeezeformer with timerduce and ROPE

[4th Place Solution] Conformer Encoder-Decoder Ensemble with beam search and edit_dist optimization

[5th place solution] Vanilla Transformer, Data2vec Pretraining, CutMix, and KD

9th Place Solution

[The 11th place] Shallow encoder-decoder model also works

[12th solution] Full, reproducible solution with code

17th Solution: Conformer + CTCLoss + 500 epoch training

19th Place Solution - Jasper models

20th place solution

22nd place solution: CTC Loss, Strong augmentations, CNN+MHSA

🥈27th Place Solution🥈

[28th Place Solution] Pre Training on Supplemental Data gives 0.01 LB Improvement

33rd place solution - LB 0.758

Silver - LB 0.770 - Two Lines of Code!

Google Research - Identify Contrails to Reduce Global Warming

2023-05-10 双碳与可持续发展语义分割目标检测算法竞技赛

17 个方案

1st place solution

2nd place solution

3rd Place Solution: 2.5D U-Net

4th place solution

5th place solution (best single model, private LB 0.71443)

6th place solution (CV: 0.7069 / Public LB: 0.706 / Private LB: 0.713)

7th place solution

8th place solution (OneFormer works)

9th place solution

11th Place Solution Write-up

13th Place Solution

14th place solution

15th place solution

25th Place Solution for the Google Research Identify Contrails to Reduce Global Warming Competition

26th Place Solution

28th place solution

30th Place Solution for the Google Research - Identify Contrails to Reduce Global Warming Competition

Regression with a Wild Blueberry Yield Dataset

2023-05-02 产量与品质预测数值预测算法竞技赛

3 个方案

1# Winning solution

4th Place Solution: Introducing hillclimbers

#7 Private #3 Public approach| Simple ensemble with post-processing

CAFA 5 Protein Function Prediction

2023-04-18 药物研发分子/结构生成文本分类算法竞技赛

6 个方案

Private 2nd/Public 5th solution: Py-Boost and GCN

3rd Place Solution for the CAFA 5 Protein Function Prediction

First Kaggle competition : 10th place public leaderboard; Nth place private leaderboard

5th Place Solution for the CAFA 5 Protein Function Prediction Challenge

9th place solution summary

A brief overview of 13th-place LB solution

Classification with a Tabular Vector Borne Disease Dataset

2023-04-18 临床决策支持文本分类算法竞技赛

9 个方案

Surprisingly #1, Public LB: 0.37196 | Private LB: 0.53179

#2 solution 0.52521

#4 solution - simple model WITHOUT CV ;-)

#15 with original data

Top 29 Using Baseline

31th Place Solution | Using NLP for tabular data!

#58 solution: CV = 0.475, Public LB = 0.43, Private LB = 0.492

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