数据清理课程
数据 Cleaning 课程可以帮助您学习识别和纠正数据集中的错误、处理缺失值以及规范数据格式的技术。您可以掌握数据 Validation、Outlier 检测以及将原始数据 Transformer 成可用格式等方面的技能。许多课程都会介绍一些工具，如 Pandas 和 NumPy 等 Python 库，以及 OpenRefine 等软件，这些工具支持高效执行数据分析任务并确保数据质量，以便进行分析。
热门 Data Cleaning 课程和认证
状态：免费试用University of Michigan
您将获得的技能: 数据清理, 数据分析, 抽样（统计）, 威胁检测, 数据收集, 数据处理, 数据访问, Data Validation, 数据质量
状态：预览Fred Hutchinson Cancer Center
您将获得的技能: Data Ethics, Data Sharing, Personally Identifiable Information, Clinical Research Ethics, Institutional Review Board (IRB), Healthcare Ethics, Data Security, Data Governance, Information Privacy, Health Insurance Portability And Accountability Act (HIPAA) Compliance, Health Information Management, Informed Consent, Encryption
状态：免费试用University of Colorado Boulder
您将获得的技能: Web Scraping, Data Integration, Data Cleansing, Data Import/Export, Data Quality, Data Processing, Data Collection, Data Manipulation, SQL, Databases, Query Languages, Extensible Markup Language (XML), Pandas (Python Package), Application Programming Interface (API)
状态：免费试用University of Colorado Boulder
您将获得的技能: Exploratory Data Analysis, Data Wrangling, Data Integration, Data Processing, Data Collection, Data Validation, Data Cleansing, Data Quality, Data Analysis, Data Manipulation, Data Transformation, Pivot Tables And Charts, Statistical Visualization, Data Visualization, Statistical Analysis, Data Mining, Dimensionality Reduction
状态：免费试用CertNexus
您将获得的技能: 数据清理, 数据操作, 数据转换, 数据导入/导出, 数据收集, 数据处理, 数据仓库, 数据整合, 数据挖掘, 摘录, 数据质量
状态：新状态：免费试用您将获得的技能: Transaction Processing, Database Management, Microsoft SQL Servers, SQL, Data Manipulation, Relational Databases, Data Integrity, Generative AI, Performance Tuning
状态：预览您将获得的技能: Extract, Transform, Load, Data Integration, SQL Server Integration Services (SSIS), Data Cleansing, Data Pipelines, Data Quality, Data Migration, Data Mapping, Database Management, Data Transformation, File Management, Data Manipulation, Data Processing, Metadata Management, JSON, Extensible Markup Language (XML), Debugging
您将获得的技能: LangChain, LLM Application, Real Time Data, Application Frameworks, Document Management, Data Store, Data Quality, Image Analysis
状态：新状态：免费试用您将获得的技能: Data Integrity, Data Cleansing, Data Quality, Data Validation, Sample Size Determination, Sampling (Statistics), Data Analysis, Statistics, Statistical Analysis
状态：免费试用University of Michigan
您将获得的技能: Data Quality, Data Integrity, Data Validation, Quality Assurance, Data Collection, Data Processing, Data Strategy, Data Analysis, Sampling (Statistics)
状态：免费试用Johns Hopkins University
您将获得的技能: 数据操作, 非结构化数据, 可扩展标记语言（XML）, 电子表格软件, 数据导入/导出, 数据转换, 网页抓取, SQL, 数据整合, 数据库, 关系数据库, 应用编程接口 (API), 谷歌工作表, R 语言程序设计（中文版）, Tidyverse（R 软件包）
状态：免费试用Johns Hopkins University
您将获得的技能: 数据整理, 数据清理, 数据操作, 数据分析, 文件管理, 数据转换, 数据导入/导出, 探索性数据分析, 数据管理, Data Management, R（软件）, 数据科学, 数据可视化, R 语言程序设计（中文版）, Tidyverse（R 软件包）
总之，以下是 10 最受欢迎的 data cleaning 课程
- 全面数据质量框架: University of Michigan
- Best Practices for Ethical Data Handling: Fred Hutchinson Cancer Center
- Data Collection and Integration: University of Colorado Boulder
- Data Wrangling with Python Project: University of Colorado Boulder
- 提取、转换和加载数据: CertNexus
- Data Manipulation and Transactions in SQL Server: Microsoft
- Data Integration and ETL with Talend: Edureka
- Preprocessing Unstructured Data for LLMs and RAG Systems: Packt
- The Importance of Integrity: Google
- Design Strategies for Maximizing Total Data Quality: University of Michigan
