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2020数字**创新大赛-数字政府赛道-智能算法赛:智慧海洋建设算法赛道代码

Home Page: https://tianchi.aliyun.com/competition/entrance/231768/introduction

Dockerfile 0.96% Python 99.01% Shell 0.03%

2020-zhihuihaiyang's Introduction

2020智慧海洋建设

2020数字**创新大赛-数字政府赛道-智能算法赛:智慧海洋建设算法赛道B榜 top5代码

赛题链接:https://tianchi.aliyun.com/competition/entrance/231768/introduction

整体采用lightgbm模型5折,最终取得算法赛道复赛B榜 top5

运行代码

> sh run.sh

文件说明

  • run.sh 执行代码

  • Dockerfile可忽略,是线上提交的需要

  • nmf_list.py是用做tfidf的特征处理

  • feature_selector是用做特征选择

模型大致思路

  • 将所有数据data切分成:速度等于0和非0、白天和黑夜,四个数据集对每艘船的速度、方向、xy进行 统计。

  • 采用tfidf对速度和xy进行抽取特征并降维

  • 采用自然语言思路对速度、xy进行embedding

  • 训练模型前采用Lightgbm进行初步的特征筛选

  • 最后用Lightgbm进行模型训练

队伍成员天池id:大白_、jycoco、=CODE.KITTY=、挽着我衣袖的姑娘n_

2020-zhihuihaiyang's People

Contributors

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