Extract and apply knowledge from Kaggle competition winning solutions. This skill provides access to a continuously updated knowledge base of techniques, code patterns, and best practices from top Kaggle competitors.

Kaggle competitions are at the forefront of practical machine learning. Winning solutions often innovate with novel techniques, clever feature engineering, and optimized pipelines. This skill captures that knowledge and makes it accessible for your projects.

Use this skill when:

references/knowledge/nlp/

references/knowledge/cv/

references/knowledge/time-series/

references/knowledge/tabular/

references/knowledge/multimodal/

文件组织结构：每个竞赛一个独立的 markdown 文件，按 domain 分类到对应目录。

示例：

This skill automatically updates its knowledge base when the kaggle-miner agent processes new competitions. The more you use it, the smarter it becomes.

每次从 Kaggle 竞赛提取知识时，必须包含以下标准部分：

每个前排方案应包含：

示例格式：

**排名 Place - 核心技术名称 (作者)**

核心技巧：
- **技巧1**: 简短说明
- **技巧2**: 简短说明

实现细节：
- 具体参数、模型、配置
- 数据和实验结果