优胜方案合集

汇集各类比赛的优胜方案 · 共 354 个比赛

Tabular Playground Series - Mar 2021

2021-03-01 保险科技数值预测文本分类算法竞技赛

4 个方案

2nd place solution - dae + embeddings

My creativity paid off in this challenge, but nevertheless DAE is the goal and key.

[Top 1%] Lessons of this competition... again

March Machine Learning Mania 2021 - NCAAW - Spread

2021-02-25 赛事预测数值预测算法竞技赛

1 个方案

First Place Solution

March Machine Learning Mania 2021 - NCAAW

2021-02-25 赛事预测数值预测事件预测算法竞技赛

4 个方案

1st Place Solution - Brief Overview

3rd Place Solution

4th Place Solution

5th Place Solution Outline

March Machine Learning Mania 2021 - NCAAM

2021-02-25 赛事预测数值预测博弈决策算法竞技赛

10 个方案

2nd Place Solution | NCAAM 2021

3rd place solution | NCAAM 2021

4th solution, Congrats Balyor !

7th Place Solution and my first Gold and that too Solo one !

9th place solution | NCAAM 2021

10th - Looney Toon

14th place solution

15th place short writeup

Congratulations to the top teams and summary of the experience - top3%

The View from 46th Place

Tabular Playground Series - Feb 2021

2021-02-01 保险科技数值预测算法竞技赛

6 个方案

1st place DAE training code

3rd place solution (just ensembling GBDTs)

4th Place Solution

[6th place code] Pseudo Labelling with single LGBM model.

11th place solution (very simple)

Indoor Location & Navigation

2021-01-28 共享出行与停车数值预测组合优化算法竞技赛

21 个方案

1st Place Solution - Track me if you can

2nd Place Solution (Overall)

3rd place solution

Delta x,y CNN + MLP network from 5th place solution

7th place solution

8th place solution

9th place solution higepon

10th Place Rapids cuML Solution Quick Writeup

[11th] LSTM + Dynamic Programming Post-processing

12th place solution

13th place solution

14th some findings and solution

15th place solution - Dive into compute_f without Grid Generation + Simple 100% KNN Floor

16th place solution

[17th] 🔥 PERFECT cv 🔥 & improve step by step [中英]

18th place solution (Moro & taksai)

[22nd] place solution: Only Wifi Models + Public Post Processing + Pseudo labels

[25th] Public Sub + Shortest Path Search

Part of the 30th place solution

[34th] My first medal!

Reflections from 36th place

Human Protein Atlas - Single Cell Classification

2021-01-26 生命科学实例分割图像分类算法竞技赛

30 个方案

Fair Cell Activation Network and Swin Transformer, the 1st place solution

HPA 2nd Place Solution [red.ai]

3rd place solution - MPWARE part

4th Place Solution: MILIMED

5th place solution - my part

6th place Solution Summary(0.549)

7th place solution

8th place solution

9th Place Solution

10th Place Solution

11st Place Solution Summary: Active learning for cell label mining and Ensemble of different models

12th place solution summary (0.530 LB)

15th Place Solution: CAM & Semantic Segmentation approach

16th Place Solution: CNN, Yolov5, and use image-wise model to predict the cell

18th place solution private 0.515 public 0.514

20th Place Solution - Two stage model

21st Place Solution: You don't need cell tiles

Private 22nd Place Solution

23rd Place Solution: You don't need heuristics or expensive GPU

24th place (private) solution - Single model approach

27th place solution (0.483LB)

28th solution/ with self-supervised learning

31rd Place Solution: CAM only.

32nd Place Solution

HPA 36th Place Solution

Private 0.458 with 3 single cell classifiers (37th place solution) - a data centric approach

41st Place Solution: Cell-based RoI Pooling + Transformer Encoder

43rd : Positive-Unlabeled Learning based Solution

46th place solution - Simple Image Level Multilabel Classifier

💥💥Human Protein Atlas - Solution Compilation 💥💥

Hungry Geese

2021-01-26 游戏AI 强化学习博弈决策算法竞技赛

8 个方案

Goosebumps' solution - 2nd place

3rd place solution

4th place solution

5th place solution: GeeseZero

6th place solution

8th place solution

11th place solution(NN+MCTS)

28th place solution

Tabular Playground Series - Jan 2021

2021-01-02 数值预测算法竞技赛

5 个方案

1st place solution

2nd solution write up.

3rd place solution

#4 LB Notebooks

VinBigData Chest X-ray Abnormalities Detection

2020-12-30 医学影像分析目标检测图像分类算法竞技赛

12 个方案

1st Place Solution

2nd place solution (quick overview)

3rd Place Solution Summary

[4th place solution] YOLOv5x

5th Place Solution

6th place solution

7th Place - Metric is like AUC

[10th place solution] YOLOv5 + VFNet + FasterRCNN

[11th place solution] YOLOv5 + VFNet + EfficientD6

12th place solution[1x2080Ti]

21th place solution (36th public)

[34th place solution] Single model Yolov5

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