决策树课程可以帮助您学习如何创建、分析和优化决策树,以完成数据分析、分类和回归任务。您可以掌握特征选择、模型 Evaluation 以及理解过度拟合与欠拟合等方面的技能。许多课程都会介绍一些工具,如 Python 的 Scikit-learn、R 的 rpart 和各种可视化软件,这些工具都支持在现实世界的数据集中实施决策树并分析其性能。

Coursera
您将获得的技能: Classification And Regression Tree (CART), Model Deployment, Model Optimization, Decision Tree Learning, Predictive Modeling, Model Evaluation, Model Training, Predictive Analytics, Machine Learning Methods, Random Forest Algorithm, Applied Machine Learning, Data-Driven Decision-Making, Performance Tuning, Feasibility Studies, Scikit Learn (Machine Learning Library), Data Visualization, Performance Analysis, Statistical Methods, Cost Benefit Analysis, Performance Measurement
中级 · 课程 · 1-4 周

您将获得的技能: Data Visualization, Data Ethics, Dashboard Creation, Data Presentation, Performance Measurement, Data Analysis, Tableau Software, Data Integrity, Stakeholder Engagement, Data Storytelling, Communication Strategies, Analytics, Prompt Patterns, Statistical Methods, Data Infrastructure, Stakeholder Communications, Responsible AI, Data Analysis Software, Spreadsheet Software, Verbal Communication Skills
初级 · 专项课程 · 3-6 个月

您将获得的技能: Dashboard Creation, Dashboard, Root Cause Analysis, Descriptive Statistics, Strategic Decision-Making, Data Presentation, Risk Analysis, Decision Making, Descriptive Analytics, Analysis, Strategic Thinking, Data Visualization, Business Risk Management, Risk Management, Decision Intelligence, Data-Driven Decision-Making, Analytical Skills, Systems Thinking, Problem Solving, Analytics
中级 · 课程 · 3-6 个月

Johns Hopkins University
您将获得的技能: Trustworthiness, Decision Making, Business Ethics, Strategic Decision-Making, Ethical Standards And Conduct, Team Leadership, Personal Integrity, Decision Intelligence, Analytical Skills, Critical Thinking and Problem Solving, Honesty, Business Leadership, Organizational Leadership, Risk Management Framework, Critical Thinking, Leadership, Behavioral Economics, Cognitive flexibility
初级 · 课程 · 1-4 周

PwC
您将获得的技能: 商业分析, 数据驱动决策, 决策, 数据展示, 数据分析, 大数据, 统计编程, 数据可视化软件, 非结构化数据, 数据分析软件, 分析, 数据收集, 案例研究, 数据可视化, 分析技能, Microsoft Excel
初级 · 课程 · 1-4 周

Vanderbilt University
您将获得的技能: Statistical Methods, Data Literacy, Regression Analysis, Generative AI, Descriptive Analytics, Statistical Analysis, AI literacy, Data-Driven Decision-Making, Correlation Analysis, Technical Communication, Data Visualization, Data Analysis, Exploratory Data Analysis, Statistical Visualization, Scatter Plots, Descriptive Statistics, Statistical Hypothesis Testing, Predictive Analytics, Data Presentation, Data Storytelling
初级 · 专项课程 · 1-3 个月

Coursera
您将获得的技能: Decision Making, Human Resource Management, Human Resource Strategy, Human Resources, People Analytics, Critical Thinking, Strategic Decision-Making, Data-Driven Decision-Making, Performance Appraisal, Prompt Engineering, Oral Expression, Employee Performance Management, Data Analysis, Strategic Prioritization, Performance Measurement, Performance Metric, Performance Analysis, ChatGPT, Business Acumen, Presentations
初级 · 课程 · 1-4 周

Coursera
您将获得的技能: Risk Analysis, Data-Driven Decision-Making, Strategic Decision-Making, Decision Intelligence, Decision Making, Data Analysis, Risk Management, Analytics, Risk Appetite, Complex Problem Solving, Strategic Thinking, Organizational Strategy, Microsoft Excel, Probability, Quantitative Research
中级 · 课程 · 1-4 周

John Wiley & Sons
您将获得的技能: Responsible AI, Data Ethics, Data-Driven Decision-Making, AI Enablement, Strategic Decision-Making, AI Product Strategy, Strategic Thinking, Business Analytics, Artificial Intelligence, Decision Support Systems, AI Integrations, Decision Making, Operational Efficiency, Organizational Strategy, Stakeholder Engagement, Business Strategy, Corporate Strategy, Overcoming Objections
中级 · 课程 · 1-4 周

您将获得的技能: Apache Kafka, Real Time Data, Performance Testing, Decision Intelligence, Performance Stress Testing, Scalability, Data Pipelines, Apache Spark, Verification And Validation, Data-Driven Decision-Making, Model Evaluation, Performance Tuning, Enterprise Architecture, System Monitoring, Service Level, Usability
中级 · 课程 · 1-4 周

您将获得的技能: Analytical Skills, Analysis, Data Preprocessing, Data Analysis, Model Evaluation, Analytics, Regression Analysis, Classification And Regression Tree (CART), Strategic Decision-Making, Business Analytics, Decision Making, Predictive Modeling, Classification Algorithms, Statistical Modeling, Logistic Regression, Decision Tree Learning, Research, Investigation, Quantitative Research, Scientific Methods
中级 · 课程 · 1-4 周

University at Buffalo
您将获得的技能: 商业分析, 统计过程控制, 业务流程改进, 数据驱动决策, 数据伦理, 流程制图, 数据展示, Tableau 软件, 流程改进, 数据故事, 数据扫盲, 提高绩效, 数据可视化软件, 数据分析软件, 业务流程, 分析, 改进和优化流程, 数据收集, 精益方法, 根源分析
初级 · 专项课程 · 1-3 个月