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
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
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 Colorado Boulder
您将获得的技能: Statistical Hypothesis Testing, Descriptive Statistics, Statistical Visualization, Data Transformation, Data Cleansing, Statistical Analysis, Regression Analysis, Probability, Probability Distribution, Sampling (Statistics), Box Plots, Histogram, R Programming, Statistical Methods, Scatter Plots, Microsoft Excel, Probability & Statistics, Statistics, Data Import/Export, Data Analysis
状态：免费试用Johns Hopkins University
您将获得的技能: 数据管道, 概率与统计, 统计分析, 探索性数据分析, R 语言程序设计（中文版）, 数据转换, 统计, 数据分析, 统计推理, 统计假设检验, 数据预处理, 生物统计学, 逻辑回归, 回归分析, 统计方法, 生物信息学
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：免费试用University of California San Diego
您将获得的技能: Algorithm, 数据结构, 理论计算机科学, JUnit, 面向对象编程（OOP）, 调试, 性能调整, Java, 非结构化数据, 单元测试
状态：免费试用Fred Hutchinson Cancer Center
您将获得的技能: Bioinformatics, Molecular Biology, Data Processing, Data Analysis, Data Literacy, Exploratory Data Analysis, Laboratory Research, Metadata Management, Science and Research, R Programming, Spatial Data Analysis, Scientific Methods, Data Collection, Data Quality, Research, Quantitative Research, Informatics, Biology, Laboratory Techniques, Analysis
状态：免费试用Johns Hopkins University
您将获得的技能: R 语言程序设计（中文版）, 大数据, 数据结构, 数据导入/导出, 统计编程, 数据分析软件, 数据操作, 软件安装, 生物信息学
状态：免费试用University of Illinois Urbana-Champaign
您将获得的技能: Algorithm, 无监督学习, 机器学习算法, 数据结构, 应用机器学习, 模型评估, 统计方法, 数据可视化, 数据挖掘
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
状态：免费试用University of Colorado Boulder
您将获得的技能: Python 程序设计, 数据科学, 软件包和软件管理, Pandas（Python 软件包）, NumPy, 绘图（图形）, 数据导入/导出, Matplotlib, 数据操作, 数据可视化软件, 数据可视化, 柱状图, Seaborn
状态：新状态：免费试用您将获得的技能: Apache Hive, Apache Mahout, NoSQL, Apache Hadoop, Extract, Transform, Load, Big Data, Data Warehousing, Cloud Management, Application Deployment, Databases, SQL, Performance Tuning, Data Processing, File Systems, Real Time Data, Query Languages, Database Management, Data Transformation, Scalability, Distributed Computing
总之，以下是 10 最受欢迎的 data cleaning 课程
- Applied Data Science: Clemson University
- Redacting Sensitive Data with Cloud Data Loss Prevention: Google Cloud
- Statistics and Applied Data Analysis: University of Colorado Boulder
- 基因组数据科学统计: Johns Hopkins University
- Data Management with Databricks: Big Data with Delta Lakes: Coursera
- 数据结构和性能: University of California San Diego
- Researcher's Guide to Omic Data: Fred Hutchinson Cancer Center
- 用于基因组数据科学的生物导体: Johns Hopkins University
- 数据挖掘中的聚类分析: University of Illinois Urbana-Champaign
- Apache Pig: Analyze, Transform & Optimize Data: EDUCBA
