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：免费试用您将获得的技能: Time Series Analysis and Forecasting, SAS (Software), Forecasting, Recurrent Neural Networks (RNNs), Feature Engineering, Statistical Analysis, Data Analysis, Digital Signal Processing, Statistical Methods, Regression Analysis, Exploratory Data Analysis, Predictive Modeling, Applied Machine Learning, Advanced Analytics, Statistical Modeling, Unsupervised Learning, Data Preprocessing, Bayesian Statistics, Model Evaluation, Automation
状态：免费试用您将获得的技能: Matplotlib, Statistical Hypothesis Testing, Data Analysis, Statistical Analysis, Data Import/Export, Data Cleansing, Probability & Statistics, Data Manipulation, Descriptive Statistics, Pandas (Python Package), Exploratory Data Analysis, Correlation Analysis, Python Programming, Programming Principles, Computational Logic
状态：新状态：预览您将获得的技能: AI Workflows, Agentic systems, AI Orchestration, AI Enablement, Advanced Analytics, Data Processing, Enterprise Architecture, Automation, Data Transformation, Artificial Intelligence, Continuous Improvement Process, Data Quality, Application Deployment, Scalability, Performance Tuning, Business Metrics, Software Design Patterns
状态：预览University of California, Davis
您将获得的技能: Data Quality, Data Cleansing, Computer Vision, Visualization (Computer Graphics), Data Preprocessing, Deep Learning, Image Analysis, Convolutional Neural Networks, Model Evaluation, Data Manipulation, Applied Machine Learning, Data Analysis
状态：免费试用University of California, Santa Cruz
您将获得的技能: 统计可视化, 贝叶斯统计, 统计, 统计推理, 预测建模, R（软件）, 概率分布, 统计建模, 分析技能, 数据建模, 微软Excel, 概率, R 语言程序设计（中文版）, 数据可视化, 数据分析, 统计方法, 回归分析, 概率与统计
状态：免费试用您将获得的技能: Generative AI, Responsible AI, Exploratory Data Analysis, AI Enablement, Data-Driven Decision-Making, Artificial Intelligence, Pandas (Python Package), Automation, Data Cleansing, Data Preprocessing, Data Visualization Software, Descriptive Statistics, Data Validation
状态：免费试用University at Buffalo
您将获得的技能: 统计过程控制, 数据伦理, 数据收集, 数据叙事, Minitab, 数据展示, 根源分析, 精益方法, 数据驱动的决策制定, 数据可视化软件, 业务过程, 商业分析, 六西格玛方法, 流程改进, 数据分析, 数据扫盲, 过程分析, 流程制图, 分析, Tableau 软件
状态：免费试用Johns Hopkins University
您将获得的技能: 相关性分析, 统计, 应用数学, 微积分, 分析技能, 制图, R（软件）, 几何学, 普通数学, 三角法, 测量系统, 数据分析, 代数, 回归分析, 数学建模
状态：免费试用Google Cloud
您将获得的技能: 数据管道, 数据处理, CI/CD, 数据流, 数据完整性, 数据转换, 灾难恢复, 性能调整, 单元测试, 系统监控, 调试
状态：免费试用您将获得的技能: Model Deployment, Dataflow, Google Cloud Platform, Data Pipelines, Real Time Data, Data Lakes, Workflow Management, Extract, Transform, Load, Data Transformation, PySpark, Apache Kafka, Tensorflow, Data Governance, Apache Spark, Dashboard, Apache Airflow, Data Import/Export, Data Warehousing, Data Processing, Unstructured Data
状态：免费试用University of California, Irvine
您将获得的技能: 商业智能, 分类算法, 无监督学习, 雪花模式, 预测建模, 星形模式, 数据驱动的决策制定, 数据仓库, 云计算, 市场分析, 数据挖掘, 商业分析, 监督学习, 摘录, 数据建模
状态：免费试用Banco Interamericano de Desarrollo
您将获得的技能: Data Storytelling, Data Visualization, Data Governance, Data Collection, Process Improvement, Data Strategy, Process Mapping, Performance Improvement, Data Visualization Software, Data Management, Agile Project Management, Business Intelligence, Data Infrastructure, Data-Driven Decision-Making, Organizational Effectiveness, Organizational Leadership, Business Leadership, Data Literacy, Data Analysis, Business Analytics
总之，以下是 10 最受欢迎的 data cleaning 课程
- Analyzing Time Series and Sequential Data: SAS
- Data Analysis in Python: Codio
- Agentic AI Content for Practitioners (Teams: Data): Coursera
- Hands-on Data Centric Visual AI: University of California, Davis
- 贝叶斯统计：从概念到数据分析: University of California, Santa Cruz
- Transforming Exploratory Data Analysis with AI: Coursera
- 数据驱动决策（DDDM）: University at Buffalo
- 通过数据和建模进行微积分预习: Johns Hopkins University
- 利用数据流进行无服务器数据处理操作: Google Cloud
- Data Engineer, Big Data and ML on Google Cloud en Français: Google Cloud
