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: Generative AI, Data Literacy, Data-Driven Decision-Making, Data Analysis, Exploratory Data Analysis, Descriptive Statistics, Prompt Engineering, Analytical Skills, Artificial Intelligence, Probability & Statistics, Decision Making
状态：免费试用Johns Hopkins University
您将获得的技能: 空间数据分析, 微积分, 数学建模, 几何学, 积分微积分, 物理学, 数据整合, 数学理论与分析, 矢量数据库, 应用数学, 高等数学
状态：免费试用École Polytechnique Fédérale de Lausanne
您将获得的技能: 数据操作, 数据处理, 数据分析, 大数据, 数据持久性, Apache Spark, Scala 编程, 分布式计算, SQL, 性能调整
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：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：新您将获得的技能: Data Pipelines, Data Warehousing, SQL, Google Cloud Platform, Data Processing, Data Quality, Apache Spark, Generative AI, Big Data, Serverless Computing, Model Evaluation, Machine Learning, Exploratory Data Analysis, Time Series Analysis and Forecasting, Classification Algorithms
您将获得的技能: Graph Theory, Javascript, Program Development, Programming Principles, Software Design Patterns, Computational Thinking, Debugging, Development Environment, Computer Science, Performance Tuning
状态：免费试用您将获得的技能: Prompt Engineering, Plot (Graphics), Data Visualization, Large Language Modeling, Text Mining, Retrieval-Augmented Generation, Data Visualization Software, Data Analysis, Natural Language Processing
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
状态：新状态：预览Northeastern University
您将获得的技能: Generative AI, Transfer Learning, Generative Adversarial Networks (GANs), Applied Machine Learning, Small Data, Autoencoders, Artificial Intelligence and Machine Learning (AI/ML), Deep Learning, Machine Learning Methods, Computer Graphics, Machine Learning, Image Analysis, Machine Learning Algorithms, Data Synthesis, Simulation and Simulation Software, Computer Vision, Augmented and Virtual Reality (AR/VR), Simulations, 3D Assets
总之，以下是 10 最受欢迎的 data cleaning 课程
- From Data to Decisions: Getting Started with AI: Vanderbilt University
- 数据与建模微积分矢量微积分: Johns Hopkins University
- 使用 Scala 和 Spark 进行大数据分析: École Polytechnique Fédérale de Lausanne
- 图搜索、最短路径和数据结构: Stanford University
- From Data to Decisions: Making Predictions with AI: Vanderbilt University
- Visualizing Data & Communicating Results in R with RStudio: Codio
- Google BigQuery for Data and ML Engineers: Pearson
- 70+ JavaScript Challenges - Data Structures and Algorithms: Packt
- NVIDIA: Prompt Engineering and Data Analysis: Whizlabs
- Java 编程：数组、列表和结构化数据: Duke University
