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
您将获得的技能: Retrieval-Augmented Generation, Vector Databases, LangChain, Embeddings, Real Time Data, Vision Transformer (ViT), Data Quality
Johns Hopkins University
您将获得的技能: 应用编程接口 (API), 关系数据库, 数据转换, R 程序设计, 数据库, 电子表格软件, 数据操作, 数据导入/导出, 查询语言, 网络抓取, 非结构化数据, Google 工作表, 数据整合, 可扩展标记语言（XML）, Tidyverse（R 软件包）
您将获得的技能: Supervised Learning, Data Preprocessing, Machine Learning, Machine Learning Algorithms, Time Series Analysis and Forecasting, Data Quality, Unsupervised Learning, Data Cleansing, Data Analysis, Feature Engineering, Data Manipulation, Data Transformation, Model Evaluation, Exploratory Data Analysis, Classification Algorithms, Regression Analysis
Google Cloud
您将获得的技能: Data Quality, Data Lakes, Data Governance, Data Validation, Google Cloud Platform, Data Analysis, Data Warehousing, Query Languages
CertNexus
您将获得的技能: 数据收集, 数据转换, 数据迁移, 数据预处理, 数据清理, 数据仓库, 查询语言, 数据整合, 摘录, 数据挖掘, 数据操作
您将获得的技能: Descriptive Statistics, R Programming, Statistical Reporting, Data Quality, Data Preprocessing, Statistics, Statistical Methods, Data Manipulation, Data Analysis Software, Data Import/Export
Fred Hutchinson Cancer Center
您将获得的技能: Data Ethics, Data Sharing, Personally Identifiable Information, Clinical Research Ethics, Medical Privacy, Data Management, Institutional Review Board (IRB), Healthcare Ethics, Clinical Research, Data Security, Data Governance, Information Privacy, Health Insurance Portability And Accountability Act (HIPAA) Compliance, Health Information Management, Informed Consent
您将获得的技能: SQL, Database Design, Database Management, Relational Databases, Data Manipulation, Databases, Data Import/Export, PostgreSQL, Database Management Systems, Data Integrity
您将获得的技能: Data Manipulation, Data Pipelines, Data Transformation, Data Quality, Data Cleansing, Data Preprocessing, Data Import/Export, Extract, Transform, Load, Exploratory Data Analysis, Big Data, Google Analytics
Edureka
您将获得的技能: MongoDB, NoSQL, Database Management, Data Wrangling, Performance Tuning, Database Design, Databases, Data Modeling, Data Store, Query Languages, Scalability, Real Time Data, Disaster Recovery, Data Security
Google Cloud
您将获得的技能: Data Loss Prevention, Personally Identifiable Information, Information Privacy, JSON, Data Security, Cloud API, Google Cloud Platform, Data Cleansing, Cloud Storage
Google Cloud
您将获得的技能: Data Cleansing, Data Compilation, Data Wrangling, Data Integration, Data Transformation, Data Manipulation, Data Preprocessing, Google Cloud Platform, Excel Formulas, Self Service Technologies
总之，以下是 10 最受欢迎的 data cleaning 课程
- Preprocessing Unstructured Data for LLMs and RAG Systems: Packt
- 在 Tidyverse 中导入数据: Johns Hopkins University
- DataPrep for H2O Driverless AI: H2O.ai
- Assessing Data Quality with Dataplex: Google Cloud
- 提取、转换和加载数据: CertNexus
- Using Descriptive Statistics to Analyze Data in R: Coursera
- Best Practices for Ethical Data Handling: Fred Hutchinson Cancer Center
- Performing Data Definition and Manipulation in SQL: Coursera
- Creating a Data Transformation Pipeline with Cloud Dataprep: Google Cloud
- Data Wrangling with MongoDB: Edureka
