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：新状态：免费试用LearnKartS
您将获得的技能: Cloud Security, Open Web Application Security Project (OWASP), Data Governance, Data Management, Data Security, Cloud API, Secure Coding, Application Security, DevSecOps, Cloud Applications, Key Management, Encryption, Personally Identifiable Information, Information Privacy, General Data Protection Regulation (GDPR), OAuth, Cloud Storage, Application Programming Interface (API), Threat Modeling, Data Encryption Standard
Clemson University
您将获得的技能: Dimensionality Reduction, Model Evaluation, Data Cleansing, Matplotlib, Regression Analysis, Unsupervised Learning, Data Science, Statistical Analysis, Anomaly Detection, Data Preprocessing, Statistical Methods, Data Analysis, Data Visualization Software, Pandas (Python Package), Exploratory Data Analysis, Machine Learning
状态：免费试用University of Maryland, College Park
您将获得的技能: 统计建模, R 语言程序设计（中文版）, 统计分析, 知情同意, 斯塔塔, 数据整合, 逻辑回归, 描述性统计, 回归分析, 数据伦理, 数据分析软件, STATA （软件）, 抽样（统计）
您将获得的技能: Cloud Security, Data Loss Prevention, Data Security, Personally Identifiable Information, Information Privacy, Cloud Computing, Google Cloud Platform, Cloud Services
状态：免费试用University of California San Diego
您将获得的技能: 数据结构, 单元测试, 调试, Algorithm, 面向对象编程（OOP）, 理论计算机科学, JUnit, Java, 非结构化数据, 性能调整
状态：免费试用University of Colorado Boulder
您将获得的技能: 负责任的人工智能, 道德标准与行为, 数据科学, 数据安全, 机器学习算法, Algorithm, 案例研究, 医疗保健伦理, 多样性意识, 数据伦理, 信息隐私, 医疗隐私, 人工智能
状态：免费试用University of Michigan
您将获得的技能: R (Software), Model Evaluation, Statistical Modeling, Data Visualization, Data Wrangling, Data Manipulation, Correlation Analysis, Histogram, Data Analysis, Statistical Analysis, Biostatistics, Statistics, Scripting, Statistical Hypothesis Testing, Package and Software Management, Data Import/Export
状态：免费试用Illinois Tech
您将获得的技能: NoSQL, Big Data, Model Evaluation, Apache Hadoop, Recurrent Neural Networks (RNNs), Deep Learning, Statistical Analysis, Data Visualization, Data Analysis, Exploratory Data Analysis, Apache Spark, Generative AI, Convolutional Neural Networks, Transfer Learning, Data Infrastructure, Data Cleansing, Real Time Data, Apache Kafka, Data Management, Machine Learning
状态：新状态：免费试用您将获得的技能: Data Visualization, Data Ethics, Data Integrity, Data Analysis, Tableau Software, Stakeholder Communications, Responsible AI, Verbal Communication Skills, Small Data, Decision Making, Stakeholder Analysis, Sampling (Statistics), Key Performance Indicators (KPIs), Probability & Statistics, Big Data, Data Sharing, Statistics, Spreadsheet Software, Concision, Solution Design
您将获得的技能: Pandas (Python Package), Data Analysis, Data Manipulation, NumPy, Python Programming
您将获得的技能: Databricks, Data Lakes, Data Pipelines, Data Integration, Dashboard, PySpark, SQL, Apache Spark, Data Management, Data Transformation, Version Control
状态：新状态：免费试用您将获得的技能: Apache Hadoop, Extract, Transform, Load, Data Processing, Data Transformation, Data Manipulation, Apache, Scripting, Debugging, Query Languages, Scripting Languages, Open Source Technology
总之，以下是 10 最受欢迎的 data cleaning 课程
- Cloud Data & Application Security: LearnKartS
- Applied Data Science: Clemson University
- 组合和分析复杂数据: University of Maryland, College Park
- Redacting Sensitive Data with Cloud Data Loss Prevention: Google Cloud
- 数据结构和性能: University of California San Diego
- 数据科学的伦理问题: University of Colorado Boulder
- Data Science for Health Research: University of Michigan
- Data Analytics and Deep Learning: Illinois Tech
- Google Data-Driven Decision Making: Google
- Mastering Data Analysis with Pandas: Coursera
