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Vanderbilt University
您将获得的技能: Data Presentation, Regression Analysis, Statistical Analysis, Statistical Reporting, Correlation Analysis, Technical Communication, Probability & Statistics, Scatter Plots, Data Analysis, Predictive Analytics, Generative AI, Statistical Modeling
状态：新状态：预览您将获得的技能: Application Lifecycle Management, Azure DevOps, CI/CD, Continuous Delivery, Continuous Integration, DevOps, Data Validation, Data Governance, Data Quality, Test Automation, Extract, Transform, Load, Data Pipelines, Scalability, SQL
状态：免费试用您将获得的技能: Rmarkdown, Plot (Graphics), Ggplot2, Statistical Visualization, Box Plots, Scatter Plots, Data Visualization, Histogram, Descriptive Statistics, Data Visualization Software, Graphing, R Programming, Data Science
状态：新状态：免费Amazon Web Services
您将获得的技能: AWS SageMaker, Generative AI, Data Lakes, Data Governance, Data Architecture, Data Management, SQL, Applied Machine Learning
状态：免费试用LearnQuest
您将获得的技能: 数据收集, 数据伦理, Algorithm, 数据预处理, 机器学习, 人工智能, 模型评估, 社会正义, 预测建模, 负责任的人工智能, 博弈论
状态：免费试用University of Colorado Boulder
您将获得的技能: 模型评估, 大数据, 数据存储, 数据架构, 数据库系统, 分布式计算, 软件架构, 可扩展性, 软件工程, 性能调整, 微服务, 性能测试, 预测建模
状态：免费试用Duke University
您将获得的技能: Encryption, Algorithm, 面向对象编程（OOP）, Java 编程, 计算机编程, 密码学, 数据结构, 文件输入/输出, 网络服务器, 软件工程, Java
状态：免费试用Google
您将获得的技能: Object Oriented Programming (OOP), Data Structures, Python Programming, NumPy, Pandas (Python Package), Data Analysis, Scripting, Data Manipulation, Data Visualization, Algorithms, Debugging
您将获得的技能: Data Visualization, Dashboard, Interactive Data Visualization, Data Presentation, Data Visualization Software, Collaborative Software, Data Sharing, Data Science, Data Analysis, Business Intelligence, Data Integration, Data Modeling, Data Import/Export
状态：免费试用Arizona State University
您将获得的技能: Matplotlib, File I/O, NumPy, Plot (Graphics), Pandas (Python Package), Data Structures, Data Visualization Software, Data Analysis, Python Programming, Data Processing, Data Manipulation, Exploratory Data Analysis, Data Import/Export, Computer Programming
状态：免费试用Stanford University
您将获得的技能: Algorithm, 理论计算机科学, 图论, 计算逻辑, 编程原则, 社交网络分析, 数据结构, 网络分析, Networking 路由器, 网络模型
状态：免费试用您将获得的技能: AI Personalization, Marketing Analytics, A/B Testing, Marketing Strategies, Marketing Effectiveness, Product Marketing, Campaign Management, Marketing, Advertising Campaigns, Marketing Automation, Generative AI, Performance marketing, Target Audience, Google Ads, Persona Development, Predictive Analytics, AI Enablement, ChatGPT, Analytics, Automation
总之，以下是 10 最受欢迎的 data cleaning 课程
- From Data to Decisions: Making Predictions with AI: Vanderbilt University
- Advanced Data Testing for Quality at Scale: Coursera
- Visualizing Data & Communicating Results in R with RStudio: Codio
- SageMaker Unified Studio Foundations for Data Analytics: Amazon Web Services
- 人工智能数据的公平与偏见: LearnQuest
- 大数据软件架构模式: University of Colorado Boulder
- Java 编程：数组、列表和结构化数据: Duke University
- Get Started with Python: Google
- Google Data Studio - Création de Tableaux de Bords Interactifs: Coursera
- Data Analysis and Visualization with Python: Arizona State University
