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Johns Hopkins University
您将获得的技能: 数据整理, 统计假设检验, 数据科学, 预测建模, 探索性数据分析, 数据可视化软件, 数据导入/导出, 绘图（图形）, 回归分析, 数据操作, 数据建模, R（软件）, 数据分析, 统计建模, 数据分析软件, 网页抓取, Tidyverse（R 软件包）, 数据可视化, Ggplot2, R 语言程序设计（中文版）
状态：免费试用University of Colorado Boulder
您将获得的技能: Descriptive Statistics, Statistical Hypothesis Testing, Regression Analysis, Probability Distribution, Statistical Analysis, R Programming, Data Import/Export, Statistical Modeling, Statistical Methods, Tidyverse (R Package), Data Literacy, Plot (Graphics), Statistics, Data Manipulation, Data Analysis, Statistical Inference, Data Structures
状态：新状态：免费试用您将获得的技能: Data Analysis Expressions (DAX), Power BI, Business Intelligence, Data-Driven Decision-Making, Data Modeling, Database Design, Microsoft Power Platform, Snowflake Schema, Data Transformation, Extract, Transform, Load, Data Storytelling, Data Strategy, Data Integration, Data Cleansing, Process Improvement and Optimization, Data Analysis, Data Management, Data Governance, Data Quality, Relationship Management
状态：新状态：免费试用University of Pittsburgh
您将获得的技能: Data Storytelling, Data Presentation, Interactive Data Visualization, Data Visualization Software, Data Visualization, Network Analysis, Tableau Software, Statistical Visualization, Network Model, Dashboard, Time Series Analysis and Forecasting, Matplotlib, Data Analysis, Seaborn, Graph Theory, Pandas (Python Package), Python Programming
Coursera
您将获得的技能: Descriptive Statistics, Jupyter, Microsoft Azure, Feature Engineering, Data Analysis, Statistics, Exploratory Data Analysis, Probability & Statistics, Data Visualization Software, Correlation Analysis, Applied Machine Learning
Google Cloud
您将获得的技能: Dataflow, Google Cloud Platform, NoSQL, Cloud Storage, Data Pipelines, Data Integration, Data Storage Technologies, Data Processing, Big Data, Data Validation
状态：免费试用University of Illinois Urbana-Champaign
您将获得的技能: 脚本, Matplotlib, Pandas（Python 软件包）, 数据库管理, 回归分析, NumPy, Python 程序设计, 数据预处理, 数据结构, 数据库, 数据操作, 数据建模, SQL, Jupyter, 会计, Seaborn, 数据可视化, 脚本语言
状态：免费试用您将获得的技能: PySpark, Data Pipelines, Apache Spark, Dashboard, Data Processing, Real Time Data, Data Visualization, Natural Language Processing, Distributed Computing, Data Transformation, Deep Learning, Performance Tuning
状态：免费试用Microsoft
您将获得的技能: 数据收集, 数据转换, 商业分析, 数据驱动的决策制定, 微软动力平台, Power BI, 数据可视化软件, 数据分析, 微软 365
状态：免费试用University of Michigan
您将获得的技能: 贝叶斯统计, 模型评估, 预测建模, 逻辑回归, 回归分析, 统计机器学习, Python 程序设计, 统计方法, 数据可视化软件, 统计推理, 统计建模, 统计分析, 统计软件, 统计编程, Jupyter
状态：免费试用您将获得的技能: Model Evaluation, Classification Algorithms, Reinforcement Learning, Applied Machine Learning, Artificial Intelligence, Dimensionality Reduction, Statistical Analysis, Supervised Learning, Unsupervised Learning, Random Forest Algorithm, Feature Engineering, Logistic Regression, Data Manipulation
状态：新状态：预览Northeastern University
您将获得的技能: Data Governance, Extract, Transform, Load, Data Warehousing, Data Integration, DevOps, Data Pipelines, CI/CD, Data Architecture, Infrastructure as Code (IaC), Data Quality, Amazon Redshift, Cloud Computing, Database Architecture and Administration, Cloud Computing Architecture, Analytics, Data Transformation, Amazon S3, Scalability
总之，以下是 10 最受欢迎的 data cleaning 课程
- 用 R 语言学习数据科学的 Tidyverse 技能: Johns Hopkins University
- Statistics and Data Analysis with R: University of Colorado Boulder
- Power BI Essentials: Data Transformation & Modeling with DAX: Edureka
- Tableau, Networks & Time Series Data Visualization: University of Pittsburgh
- Analyze Data in Azure ML Studio: Coursera
- Streaming Data to Bigtable: Google Cloud
- 使用 Python 进行会计数据分析: University of Illinois Urbana-Champaign
- Data Streaming and NLP with PySpark: Edureka
- 借助 Power BI 利用数据的力量: Microsoft
- 用 Python 对数据拟合统计模型: University of Michigan
