优胜方案合集
汇集各类比赛的优胜方案 · 共 354 个比赛
筛选方案
Abstraction and Reasoning Challenge
2020-02-13
数学与计算
组合优化
约束满足
算法竞技赛
9 个方案
1st place solution + code and official documentation
2nd place solution
My part of the 3rd place solution
5th place short notes
8th Place Solution (Part 1) - Object detection
9th place solution(s)
Our 10th place solution [with code]
20th place solution
21st place solution
Flower Classification with TPUs
2020-02-10
计算机视觉
图像分类
细粒度识别
算法竞技赛
1 个方案
Current first place solution write-up
Categorical Feature Encoding Challenge II
2019-12-31
数值预测
文本分类
算法竞技赛
2 个方案
1st Place Solution
2nd-Place-solution [xDeepFM Yes!]
Santa 2019 - Revenge of the Accountants
2019-12-23
物流与供应链
组合优化
约束满足
算法竞技赛
1 个方案
Summary: how we found the optimal (?) solution
Bengali.AI Handwritten Grapheme Classification
2019-12-19
计算机视觉
图像分类
细粒度识别
算法竞技赛
18 个方案
1st place solution /w code
2nd place solution
3rd place solution
4th place solution
5th place solution
6th place solution
7th Place Data-based Generalization Solution
8th Place Solution /w Code (minimal ver.)
9th Solution
10th Place: Single Model Using Snapshot Ensemble w/ code
Gold medal - 12 place solution
13th place brief writeup (public 107th)
21st Solution using only Kaggle Kernels
22 place Solution
24th place solution - Post processing(+0.013 Private LB)
38th Place - ZoneMix - A domain specific augmentation
Solution 38, some lessons learned
55th place solution - A frugal approach
Deepfake Detection Challenge
2019-12-11
AI安全与对抗
异常检测
细粒度识别
算法竞技赛
10 个方案
1st place solution
Public 2nd (Private 30th) Place Solution
3rd place solution and code
5th (from 20th) place approach
12th place in a nutshell
27th place solution
39th Private LB: small and simple
43rd place private LB solution
Silver zone solo, no credits used.
Public 34th/Private 47th place insights - Part1 (Inference)
Santa's Workshop Tour 2019
2019-11-27
物流与供应链
组合优化
约束满足
算法竞技赛
5 个方案
How to win Santa's Workshop Tour
Summary: how we found the optimal (?) solution
Our trick
John does California Odyssey (with code)
My optimal solution
Google QUEST Q&A Labeling
2019-11-22
自然语言处理
文本分类
文本匹配
算法竞技赛
29 个方案
1st place solution with code
Two BERTs are better than one (2nd place solution)
3rd place solution
4th place solution overview
5th solution
6th place solution
7th place post-processing and ensembling
our magics
9th public and private solution: 30 models, 1 for each column?
Private LB 10th Place Solution
11th Solution: A threshold oriented Competition is not good
12th place post-processing
How We Found "Magic" (13th Solution Overview)
15th solution with codes
16th Place Solution
18th place solution (hypotheses on the datasets)
19th solution
21st place solution
22nd place solution(NLP beginner)
23th place solution
24th place - mixing all I can - BERT+XLNET+GPT2+LGB
26 place solution
30th Sliver Solution (Post-Processing Magic Discovered)
39th place solution, submission errors and memory leakage
41-th Place Solution
silver solution (44th)
45th Place Simple Solution - 4 model average
47th place solution
A general walk through my solution with trick 55th
TensorFlow 2.0 Question Answering
2019-10-28
自然语言处理
阅读理解
开放域问答
算法竞技赛
17 个方案
1st place solution with code
2nd place solution
3rd place solution
4th place Solution
6th place solution
7th place solution
8th place solution
9th place solution
Brief summary of 13th place solution (hide the pain Harold)
17th Place solution [bert-disjoint] kernel + all utility scripts
21th place solution, puzzlingly shaking from public LB 3th
23rd place solution: ensemble, rank passage and predict span
27th solution with luck and some questions from me
30th Place Solution
31st solution with custom loss
45th solution, my journey and learnings, feeling grateful :)
47th Place Solution Write-Up (Ensembling)
2019 Data Science Bowl
2019-10-24
学习效果预测
数值预测
时序预测
算法竞技赛
19 个方案
1st place solution
2nd place solution
3rd solution - single TRANSFORMER model, link to kernel
4th private (7th public) place writeup, link to code
7th Place Solution
8th place solution
9th place solution
10th place Solution
14th place solution
15th palce solution
16th place solution
19th place solution
20th place solution 😂
21st place solution (link to R kernel)
30th Place Write Up
Single Model - 1.5 Transformers - 31st place
40th place solution 0.553 - 0.555, +1050 positions
Solution and some ideas
44 place writeup(Catboost ranking with eventdata)
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