优胜方案合集

汇集各类比赛的优胜方案 · 共 354 个比赛

CommonLit Readability Prize
2021-05-03 智能评测 数值预测 文本分类 算法竞技赛
22 个方案
1st place solution - external data, teacher/student and sentence transformers
2nd place solution
3rd place solution (0.447 private - 3 models simple average)
🏅️ 4th Place Solution (0.447) 🏅️
5th place solution
6th place solution (Gaussian process regression (GPR))
9th place solution -Ensemble of four models
12th (public 19th) place solution
[Private 13th Solution] Pseudo-labeling
14th Place Solution with best single model only scored 0.461/0.463 on LB
15th Place - Trust Your CV and Model Diversity!
16th Solution Ensemble + Pseudo-labeling
18th place solution
20th place solution
Private 22nd Place solution
#24 Solution
Private 25th Place Solution
[Private 28th/public 14th solution]-Tri's part-custom loss
Public&Private 37th solution [Team CM, T0m Part]
40th Place solution: How we improved our rank from 1100th three days ago
[Private 47th / Public 55th] Stable local cv & public leaderboard using stacking with linear models and forward selection
[Private 48th / Public 25th] Notebooks and Codes
Tabular Playground Series - May 2021
2021-05-01 商品理解 文本分类 算法竞技赛
3 个方案
[1st place] Solution description
Third (3rd) Place solution (Technique that worked out and Lessons learnt so far)
[13th] My solution: 2nd stage of modeling
Tabular Playground Series - Apr 2021
2021-04-01 数值预测 文本分类 算法竞技赛
1 个方案
1st place solution - (maybe) swap noise
Coleridge Initiative - Show US the Data
2021-03-23 文献与知识发现 命名实体识别 文本匹配 算法竞技赛
17 个方案
1st place solution: Metric learning and GPT
2nd place solution overview
4th place solution - LB probing, acronym detection, and NER
5th place solution
6th place solution (lucky novices!)
13th place solution
14th Place Solution (with notebooks)
17th Place Solution - SpaCy 3 (EntityRuler) and NER CRF model
21st Place Solution: Deep Transformers 1400->21 and the String-Matching repulsion
23rd private (1437th public, 4 submissions total) - regular expressions
33rd place solution: pre- and postprocessing
34th place solution: Key points
36th Place Solution (and "could have been" 22nd solution)
38th place solution (NER + Heuristics)
41st place solution, experience sharing
44th place solution
47th place solution - no training, no dataset label string matching
Plant Pathology 2021 - FGVC8
2021-03-15 作物智能识别 图像分类 细粒度识别 算法竞技赛
3 个方案
1st place solution
3rd place solution
[86.385] 10th Place Solution
Hotel-ID to Combat Human Trafficking 2021 - FGVC8
2021-03-10 公共安全 图像分类 细粒度识别 算法竞技赛
3 个方案
1st place solution: Swin + Arcface + Label-constrained DBA
8th place solution: arcface + cosface + classification
14th place solution - fastai ensemble
iWildcam 2021 - FGVC8
2021-03-10 农业遥感 目标检测 时序预测 算法竞技赛
5 个方案
1st Place Solution
2nd place solution
3rd Place Solution
4th Place Solution
7th Place Solution
Herbarium 2021 - Half-Earth Challenge - FGVC8
2021-03-10 作物智能识别 图像分类 细粒度识别 算法竞技赛
1 个方案
2nd place solution
Shopee - Price Match Guarantee
2021-03-09 商品理解 细粒度识别 匹配对齐 算法竞技赛
19 个方案
1st Place Solution - From Embeddings to Matches
2nd place solution (matching prediction by GAT & LGB)
3rd Place Solution (Triplet loss, Boosting, Clustering)
4th Place Solution
5th Place Solution
6th place solution
7th place solution
8th Place Solution Overview
Public 16th / Private 10th Solution
11th Place Solution
14th Place Gold - Image Text Decision Boundary
15th place solution
Public 13th / Private 16th solution 💪
19 place. Voting and similarity chain
26th Place Solution : Effective Cluster Separation and Neighbour Search
[31st Place] Object Detection approach
Public 39th / Private 37th Solution
41th Place : Approach
48th Place Silver - Simple Baseline
Bristol-Myers Squibb – Molecular Translation
2021-03-02 药物研发 图像分类 文本生成 算法竞技赛
16 个方案
3rd place solution: brief summary
4th Place Solution
5th Place Solution
6th Place Solution - General Overview
7th Place Solution : My First Gold And I am in Tears
8th Place Solution🔺
9th Place Solution
10th solution private 0.61 : TNT/VIT/CAIT ensemble + tricks
12th place...
13th Place Team (a story from a Kaggle newbie's view)
15th adversarial validation etc
18th place solution
24th place (using molecular graph and atom coordinates)
27th place key highlights in 60 seconds
47th Place Solution & Code
50th Place Solution