数据挖掘课程可以帮助您学习数据预处理、模式识别和预测建模技术。您可以掌握 Cluster、Classification 和 Anomaly Detection 等技能,从而支持从大型数据集中提取有意义的见解。许多课程都会介绍 Python、R 和 SQL 等工具,以及 RapidMiner 和 Weka 等软件,帮助您在实际数据分析项目中应用这些技能。

University of Colorado Boulder
您将获得的技能: Model Evaluation, Statistical Modeling, Applied Machine Learning, Unsupervised Learning, Statistical Machine Learning, Classification And Regression Tree (CART), Data Science, Decision Tree Learning, Statistical Methods, Artificial Neural Networks, Statistical Analysis, Regression Analysis, Predictive Modeling, Classification Algorithms, Supervised Learning, R Programming, Machine Learning Algorithms, Dimensionality Reduction, Machine Learning, Random Forest Algorithm
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中级 · 专项课程 · 3-6 个月

您将获得的技能: Regression Analysis, Data Science, Machine Learning Methods, R Programming, Statistical Inference, Applied Machine Learning, Machine Learning, Statistical Methods, Advanced Analytics, Data Analysis, Predictive Modeling
初级 · 指导项目 · 不超过 2 小时

University of London
您将获得的技能: C 和 C++, 面向对象编程(OOP), 数据结构, 文件输入/输出, C++(编程语言), 编程原则
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中级 · 课程 · 1-4 周

University of California, Irvine
您将获得的技能: 探索性数据分析, 热图, 仪表板, 数据伦理, 绘图(图形), 网络分析, 交互式数据可视化, 散点图, 数据分析, 应用程序部署, 统计可视化, 数据展示, Tableau 软件, 数据叙事, 分析技能, 描述性分析, 地理空间信息与技术, 数据可视化软件, 柱状图, 描述性统计
初级 · 专项课程 · 1-3 个月

您将获得的技能: Data Structures, Graph Theory, Algorithms, Java, Theoretical Computer Science, Computer Programming, Computational Thinking, Programming Principles, Performance Tuning, Object-Relational Mapping
中级 · 专项课程 · 1-3 个月

您将获得的技能: Matplotlib, Scientific Visualization, Visualization (Computer Graphics), Plot (Graphics), Statistical Visualization, Data Visualization Software, Scatter Plots, NumPy, Python Programming
混合 · 课程 · 1-4 周

Coursera
您将获得的技能: Data Preprocessing, Java, Data Structures, File I/O, Java Programming
中级 · 指导项目 · 不超过 2 小时

您将获得的技能: Real Time Data, Data Pipelines, Data Transformation, Data Integration, Data Processing, Extract, Transform, Load, Power BI, Data Lakes, PySpark, Apache Spark, Data Quality, Data Governance, Analytics
中级 · 课程 · 1-4 周

您将获得的技能: Plotly, Model Evaluation, NumPy, Plot (Graphics), Dashboard, Statistics, Pandas (Python Package), Data Analysis, Statistical Analysis, Regression Analysis, Data Manipulation, Python Programming, Analytics, Probability & Statistics, Statistical Methods, Applied Machine Learning, Probability, Data Science, Statistical Modeling, Performance Tuning
中级 · 专项课程 · 3-6 个月

Duke University
您将获得的技能: NumPy, Data Structures, Data Analysis, Object Oriented Programming (OOP), Exploratory Data Analysis, Image Analysis, Data Science, Data Transformation, Data Manipulation, Big Data, Performance Tuning, Python Programming, Data Import/Export
初级 · 课程 · 1-4 周

您将获得的技能: Microsoft Copilot, Natural Language Processing, Data Storytelling, Technical Communication, Data Visualization, Data-Driven Decision-Making, Interactive Data Visualization, Generative AI, Data Visualization Software, Data Analysis, Strategic Communication, Communication, Big Data, Responsible AI, Artificial Intelligence, Presentations, Advanced Analytics
初级 · 课程 · 1-4 周

Macquarie University
您将获得的技能: Data-Driven Decision-Making, Microsoft Excel, Forecasting, Regression Analysis, Business Analytics, Excel Formulas, Statistical Analysis, Data Analysis Software, Time Series Analysis and Forecasting, Pivot Tables And Charts, Analytics, Statistical Methods, Advanced Analytics, Data Analysis, Statistics, Data Visualization Software, Probability & Statistics, Statistical Inference, Variance Analysis
高级设置 · 课程 · 1-3 个月