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Indeed 工作(数据科学/数据分析师/机器学习)

发布时间:2026-03-17 14:30:43资源ID:2032009083287408642资源类型:免费

该数据集《Indeed job (Data science /data analyst/ ML)》主要用于监督学习任务,数据形态以文本为主。 题目说明:These job posted on Indeed India (July 2022), Make use of your NLP knowledge 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:job_dataset.csv。 This dataset contains over approximate 1600 job information records. The jobs are mainly relate to either 'Data Engineer', 'Data Analyst' or 'Data Scientist' or 'ML engineer' etc . there are eight column in this dataset The dataset contains the job Title, Company name, Job summary, Job Location and Expected Salary, post date, today , job Url. Task You can clean the dataset and remove the column if required What are the most in - demand skills? How are the jobs distributed geographically?

Indeed 工作(数据科学/数据分析师/机器学习)

摘要概览

该数据集《Indeed job (Data science /data analyst/ ML)》主要用于监督学习任务,数据形态以文本为主。 题目说明:These job posted on Indeed India (July 2022), Make use of your NLP knowledge

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:job_dataset.csv。

This dataset contains over approximate 1600 job information records. The jobs are mainly relate to either 'Data Engineer', 'Data Analyst' or 'Data Scientist' or 'ML engineer' etc .

there are eight column in this dataset The dataset contains the job Title, Company name, Job summary, Job Location and Expected Salary, post date, today , job Url. Task

You can clean the dataset and remove the column if required

What are the most in - demand skills?

How are the jobs distributed geographically?