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[docs] Update list of winning solutions (#7042) 

* Add competitions

* Simplify links

* Remove 1st place
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examples/README.md
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...@@ -11,16 +11,26 @@ Machine Learning Challenge Winning Solutions ...@@ -11,16 +11,26 @@ Machine Learning Challenge Winning Solutions
**LightGBM is used in many winning solutions, but this table is updated very infrequently.** **LightGBM is used in many winning solutions, but this table is updated very infrequently.**
| Place         | Competition   | Solution | Date | | Place         | Competition   | Solution | Date |
| ------------- |:------------- | --------- | -----| |---------|:------------- | --------- | -----|
|1st | [M5 Forecasting - Uncertainty](https://www.kaggle.com/c/m5-forecasting-uncertainty) | [link](https://www.kaggle.com/c/m5-forecasting-uncertainty/discussion/163368) | 2020.7 | | 3rd | [Water Supply Forecast Rodeo: Forecast Stage](https://drivendata.co/blog/water-supply-forecast-and-final-winners) | [link](https://github.com/drivendataorg/water-supply-forecast-rodeo/blob/main/overall/3rd%20place/) | 2024.3 |
|3rd | [M5 Forecasting - Uncertainty](https://www.kaggle.com/c/m5-forecasting-uncertainty) | [link](https://www.kaggle.com/c/m5-forecasting-uncertainty/discussion/166875) | 2020.7 | | 1st | [American Express - Default Prediction](https://www.drivendata.org/competitions/group/competition-nasa-airport-pushback/) | [link](https://www.kaggle.com/competitions/amex-default-prediction/writeups/lucky-shake-1st-solution-update-github-code) | 2022.8 |
|3rd | [ALASKA2 Image Steganalysis](https://www.kaggle.com/c/alaska2-image-steganalysis) | [link](https://www.kaggle.com/c/alaska2-image-steganalysis/discussion/168870) | 2020.7 | | 2nd | [American Express - Default Prediction](https://www.drivendata.org/competitions/group/competition-nasa-airport-pushback/) | [link](https://www.kaggle.com/competitions/amex-default-prediction/writeups/bydefault-junehomes-2nd-place-solution-team-juneho) | 2022.8 |
|1st | [M5 Forecasting - Accuracy](https://www.kaggle.com/c/m5-forecasting-accuracy) | [link](https://www.kaggle.com/c/m5-forecasting-accuracy/discussion/163684) | 2020.6 | | 3rd | [American Express - Default Prediction](https://www.drivendata.org/competitions/group/competition-nasa-airport-pushback/) | [link](https://www.kaggle.com/competitions/amex-default-prediction/writeups/aibank-3rd-solution-simple-is-the-best) | 2022.8 |
|2nd | [COVID19 Global Forecasting (Week 5)](https://www.kaggle.com/c/covid19-global-forecasting-week-5) | [link](https://www.kaggle.com/c/covid19-global-forecasting-week-5/discussion/143893) | 2020.5 | | 1st | [Ubiquant Market Prediction](https://www.kaggle.com/competitions/ubiquant-market-prediction/) | [link](https://www.kaggle.com/competitions/ubiquant-market-prediction/writeups/k-i-y-1st-place-solution-our-betting-strategy) | 2022.7 |
|3rd | [COVID19 Global Forecasting (Week 5)](https://www.kaggle.com/c/covid19-global-forecasting-week-5) | [link](https://www.kaggle.com/c/covid19-global-forecasting-week-5/discussion/143029) | 2020.5 | | 2nd | [Ubiquant Market Prediction](https://www.kaggle.com/competitions/ubiquant-market-prediction/) | [link](https://www.kaggle.com/competitions/ubiquant-market-prediction/writeups/davide-stenner-2nd-place-solution-robust-cv-and-lg) | 2022.7 |
|1st | [COVID19 Global Forecasting (Week 4)](https://www.kaggle.com/c/covid19-global-forecasting-week-4) | [link](https://www.kaggle.com/c/covid19-global-forecasting-week-5/discussion/154804) | 2020.5 | | 2nd | [G-Research Crypto Forecasting](https://www.kaggle.com/competitions/g-research-crypto-forecasting/) | [link](https://www.kaggle.com/competitions/g-research-crypto-forecasting/writeups/nathaniel-maddux-2nd-place-solution) | 2022.5 |
|2nd | [COVID19 Global Forecasting (Week 4)](https://www.kaggle.com/c/covid19-global-forecasting-week-4) | [link](https://www.kaggle.com/c/covid19-global-forecasting-week-5/discussion/144081) | 2020.5 | | 3rd | [G-Research Crypto Forecasting](https://www.kaggle.com/competitions/g-research-crypto-forecasting/) | [link](https://www.kaggle.com/competitions/g-research-crypto-forecasting/writeups/gaba-3rd-place-solution) | 2022.5 |
|2nd | [2019 Data Science Bowl](https://www.kaggle.com/c/data-science-bowl-2019) | [link](https://www.kaggle.com/c/data-science-bowl-2019/discussion/127388) | 2020.1 | | 1st | [NASA Airathon: Predict Air Quality (Particulate Track)](https://www.drivendata.org/competitions/88/competition-air-quality-pm/) | [link](https://github.com/drivendataorg/nasa-airathon/tree/main/pm25/1st%20Place) | 2022.3 |
| 2nd | [NASA Airathon: Predict Air Quality (Particulate Track)](https://www.drivendata.org/competitions/88/competition-air-quality-pm/) | [link](https://github.com/drivendataorg/nasa-airathon/tree/main/pm25/2nd%20Place) | 2022.3 |
| 1st | [M5 Forecasting - Uncertainty](https://www.kaggle.com/c/m5-forecasting-uncertainty) | [link](https://www.kaggle.com/c/m5-forecasting-uncertainty/discussion/163368) | 2020.7 |
| 3rd | [M5 Forecasting - Uncertainty](https://www.kaggle.com/c/m5-forecasting-uncertainty) | [link](https://www.kaggle.com/c/m5-forecasting-uncertainty/discussion/166875) | 2020.7 |
| 3rd | [ALASKA2 Image Steganalysis](https://www.kaggle.com/c/alaska2-image-steganalysis) | [link](https://www.kaggle.com/c/alaska2-image-steganalysis/discussion/168870) | 2020.7 |
| 1st | [M5 Forecasting - Accuracy](https://www.kaggle.com/c/m5-forecasting-accuracy) | [link](https://www.kaggle.com/c/m5-forecasting-accuracy/discussion/163684) | 2020.6 |
| 2nd | [COVID19 Global Forecasting (Week 5)](https://www.kaggle.com/c/covid19-global-forecasting-week-5) | [link](https://www.kaggle.com/c/covid19-global-forecasting-week-5/discussion/143893) | 2020.5 |
| 3rd | [COVID19 Global Forecasting (Week 5)](https://www.kaggle.com/c/covid19-global-forecasting-week-5) | [link](https://www.kaggle.com/c/covid19-global-forecasting-week-5/discussion/143029) | 2020.5 |
| 1st | [COVID19 Global Forecasting (Week 4)](https://www.kaggle.com/c/covid19-global-forecasting-week-4) | [link](https://www.kaggle.com/c/covid19-global-forecasting-week-5/discussion/154804) | 2020.5 |
| 2nd | [COVID19 Global Forecasting (Week 4)](https://www.kaggle.com/c/covid19-global-forecasting-week-4) | [link](https://www.kaggle.com/c/covid19-global-forecasting-week-5/discussion/144081) | 2020.5 |
| 2nd | [2019 Data Science Bowl](https://www.kaggle.com/c/data-science-bowl-2019) | [link](https://www.kaggle.com/c/data-science-bowl-2019/discussion/127388) | 2020.1 |
| 3rd | [RSNA Intracranial Hemorrhage Detection](https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection) | [link](https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117223#latest-673643) | 2019.11 | | 3rd | [RSNA Intracranial Hemorrhage Detection](https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection) | [link](https://www.kaggle.com/c/rsna-intracranial-hemorrhage-detection/discussion/117223#latest-673643) | 2019.11 |
| 1st | [IEEE-CIS Fraud Detection](https://www.kaggle.com/c/ieee-fraud-detection) | [link](https://www.kaggle.com/c/ieee-fraud-detection/discussion/111308) | 2019.10 | | 1st | [IEEE-CIS Fraud Detection](https://www.kaggle.com/c/ieee-fraud-detection) | [link](https://www.kaggle.com/c/ieee-fraud-detection/discussion/111308) | 2019.10 |
| 2nd | [IEEE-CIS Fraud Detection](https://www.kaggle.com/c/ieee-fraud-detection) | [link](https://www.kaggle.com/c/ieee-fraud-detection/discussion/111321) | 2019.10 | | 2nd | [IEEE-CIS Fraud Detection](https://www.kaggle.com/c/ieee-fraud-detection) | [link](https://www.kaggle.com/c/ieee-fraud-detection/discussion/111321) | 2019.10 |
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