地球资源数据云——数据资源详情
GitHub 编程语言数据
该数据集《GitHub Programming Languages Data》主要用于监督学习任务，数据形态以文本为主。 题目说明：Statistics for Programming Languages used on GitHub 任务类型：文本监督学习。 建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。 评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。 可用文件：issues.csv, prs.csv, repos.csv。 Context A common question for those new and familiar to computer science and software engineering is what is the most best and/or most popular programming language. It is very difficult to give a definitive answer, as there are a seemingly indefinite number of metrics that can define the 'best' or 'most popular' programming language. One such metric that can be used to define a 'popular' programming language is the number of projects and files that are made using that programming language. As GitHub is the most popular public collaboration and file - sharing platform, analyzing the languages that are used for repositories, PRs, and issues on GitHub and be a good indicator for the popularity of a language. Content
摘要概览
该数据集《GitHub Programming Languages Data》主要用于监督学习任务，数据形态以文本为主。 题目说明：Statistics for Programming Languages used on GitHub
任务类型：文本监督学习。
建议流程：先做文本清洗与分词，再比较 TF - IDF+线性模型 与 预训练语言模型。
评估建议：使用分层切分或交叉验证，优先关注 F1、Recall、AUC 等分类指标。
可用文件：issues.csv, prs.csv, repos.csv。
Context
A common question for those new and familiar to computer science and software engineering is what is the most best and/or most popular programming language. It is very difficult to give a definitive answer, as there are a seemingly indefinite number of metrics that can define the 'best' or 'most popular' programming language.
One such metric that can be used to define a 'popular' programming language is the number of projects and files that are made using that programming language.
As GitHub is the most popular public collaboration and file - sharing platform, analyzing the languages that are used for repositories, PRs, and issues on GitHub and be a good indicator for the popularity of a language.
Content