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University of California, Davis
您将获得的技能: 交互式数据可视化, 热图, 数据可视化软件, 数据分析, Tableau 软件, 探索性数据分析, 数据叙事, 预测分析, 高级分析, 数据映射, 制图, 数据可视化, 地理空间制图, 预测, 散点图, 柱状图, 透视表和图表
状态：新状态：预览Board Infinity
您将获得的技能: Customer Analysis, Campaign Management, Digital Advertising
状态：免费试用您将获得的技能: Python 程序设计, Scikit-learn （机器学习库）, 降维, 监督学习, 模型评估, 机器学习, 回归分析, 决策树学习, 预测建模, 应用机器学习, 功能工程, 分类算法, 无监督学习, 逻辑回归
您将获得的技能: Plotly, Dashboard, Pandas (Python Package), Data Manipulation, Interactive Data Visualization, Data Visualization Software, Data Visualization, Web Applications, Data Science, Data Analysis, Python Programming
状态：免费试用您将获得的技能: Pivot Tables And Charts, Microsoft Excel, Dashboard, Data Presentation, Business Reporting, Interactive Data Visualization, Data Visualization Software, Excel Formulas, Data Import/Export, Data Cleansing, Data Transformation, Data Analysis, Timelines
状态：新状态：预览Cleveland Clinic
您将获得的技能: Machine Learning Methods, Machine Learning, Machine Learning Algorithms, Healthcare Industry Knowledge, Health Informatics, Applied Machine Learning, Clinical Informatics, Health Care, Supervised Learning, Clinical Experience, Emerging Technologies, Artificial Intelligence, Reinforcement Learning, Data-Driven Decision-Making, Data Science
状态：免费试用DeepLearning.AI
您将获得的技能: PyTorch（机器学习库）, 数据预处理, 张力流, 文本挖掘, 马尔可夫模型, 统计机器学习, 降维, 深度学习, 自然语言处理, 递归神经网络 (RNN), Keras（神经网络库）, 功能工程, 人工神经网络, Algorithm, 应用机器学习, 监督学习, 分类算法, 嵌入, Machine Learning 方法, 迁移学习
状态：新状态：免费试用您将获得的技能: AI Workflows, Technical Communication, AI Enablement, Model Deployment, Generative AI Agents, Data Integration, AI Orchestration, Reinforcement Learning, Artificial Intelligence and Machine Learning (AI/ML), Agentic systems, Responsible AI, Artificial Intelligence, Cloud Computing, Deep Learning, Data Visualization, Python Programming, Machine Learning, Data Engineering, Anomaly Detection, Statistical Analysis
状态：免费试用Imperial College London
您将获得的技能: Python 程序设计, 线性代数, 机器学习算法, Jupyter, 应用数学, NumPy, Algorithm
状态：新状态：免费试用您将获得的技能: Stakeholder Engagement, Business Metrics, Web Analytics, Business Analytics, Analytics, Key Performance Indicators (KPIs), Data Storytelling, Performance Analysis, Presentations, Stakeholder Communications, Marketing Analytics, Strategic Communication, Marketing Effectiveness
状态：新状态：免费试用您将获得的技能: Clinical Informatics, Clinical Research, Artificial Intelligence, MLOps (Machine Learning Operations), Health Informatics, Artificial Intelligence and Machine Learning (AI/ML), Model Evaluation, Data Analysis
状态：新状态：免费试用您将获得的技能: Report Writing, SAS (Software), Microsoft Excel, Statistical Reporting, Management Reporting, Data Presentation, HTML and CSS, Data Import/Export
总之，以下是 10 最受欢迎的 data cleaning 课程
- 使用 Tableau 进行可视化分析: University of California, Davis
- Google Analytics Hacks: Boost Your Marketing Performance: Board Infinity
- 使用 Python 进行机器学习: IBM
- Create Interactive Dashboards with Streamlit and Python: Coursera
- Mastering Advanced Pivot Tables in Excel: Packt
- Machine Learning in Healthcare: Foundations and Applications: Cleveland Clinic
- 自然语言处理: DeepLearning.AI
- Build AI Agents with Practical App Design: LearnQuest
- 数学在机器学习领域的应用：线性代数: Imperial College London
- Transform Analytics: Impactful Marketing Insights: Coursera
