Decision tree courses can help you learn how to create, interpret, and optimize decision trees for data analysis, classification, and regression tasks. You can build skills in feature selection, model evaluation, and understanding overfitting versus underfitting. Many courses introduce tools like Python's scikit-learn, R's rpart, and various visualization software, that support implementing decision trees and analyzing their performance in real-world datasets.

Skills you'll gain: Decision Intelligence, Responsible AI, Decision Support Systems, Strategic Decision-Making, AI Enablement, Operational Efficiency, Predictive Modeling, Predictive Analytics, Data-Driven Decision-Making, Data Pipelines, Business Intelligence, Data Ethics, Scenario Testing, Forecasting, Governance, Artificial Intelligence and Machine Learning (AI/ML), Data Visualization, Scikit Learn (Machine Learning Library), Python Programming, Regression Testing
Intermediate · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: Data-Driven Decision-Making, Data Strategy, Strategic Decision-Making, Business Analytics, Business Intelligence, Decision Intelligence, Analytics, Data Literacy, Decision Making, Forecasting, Data Science, Operational Analysis, Data Analysis, Market Intelligence, Predictive Analytics, AI Enablement, Artificial Intelligence
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: 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
Intermediate · Course · 3 - 6 Months

Duke University
Skills you'll gain: Strategic Decision-Making, Dealing With Ambiguity, Decisiveness, Adaptability, Decision Making, Strategic Thinking, Action Oriented, Cognitive flexibility, Decision Intelligence, Complex Problem Solving, Change Management, Risk Management, Culture Transformation
Intermediate · Course · 1 - 4 Weeks

Fundação Instituto de Administração
Skills you'll gain: Decision Making, Strategic Decision-Making, Decision Intelligence, Decision Support Systems, Risk Management, Behavioral Economics, Complex Problem Solving, AI Enablement, Risk Analysis, Systems Thinking, Organizational Strategy, Risk Appetite, Virtual Teams, Scientific Methods, Psychology, Probability
Intermediate · Course · 1 - 3 Months
Coursera
Skills you'll gain: Classification And Regression Tree (CART), Decision Tree Learning, Classification Algorithms, Java, Java Programming, Machine Learning Algorithms, Machine Learning Methods, Algorithms, Machine Learning, Data Structures, Analysis, Software Engineering
Advanced · Course · 1 - 4 Weeks
Logical Operations
Skills you'll gain: Power BI, Data Analysis, Business Intelligence Software, Microsoft Excel, Data Visualization Software, Business Intelligence, Data-Driven Decision-Making, Ad Hoc Analysis, Data Storytelling, Dashboard Creation, Microsoft 365, Business Reporting, Data Visualization, Data Analysis Software, Interactive Data Visualization, Data Presentation, Microsoft PowerPoint, Data Sharing, Collaborative Software, Data Management
Mixed · Course · 1 - 3 Months

Skills you'll gain: Data-Driven Decision-Making, Regression Analysis, Descriptive Statistics, Statistical Hypothesis Testing, Case Studies, Business Analytics, Minitab, Data Analysis, Statistical Analysis, Probability & Statistics, Microsoft Excel, Descriptive Analytics, Correlation Analysis, Data Analysis Software, Statistical Methods, Statistical Software
Beginner · Course · 1 - 4 Weeks

John Wiley & Sons
Skills you'll gain: Responsible AI, Decision Intelligence, Data-Driven Decision-Making, AI Enablement, Strategic Decision-Making, AI Product Strategy, Business Ethics, Artificial Intelligence, Decision Support Systems, AI Integrations, Decision Making, Organizational Strategy, Stakeholder Engagement, Business Strategy, Overcoming Objections
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Classification And Regression Tree (CART), Model Deployment, Model Optimization, Decision Tree Learning, Predictive Modeling, Model Evaluation, Predictive Analytics, Machine Learning Methods, Applied Machine Learning, Feasibility Studies, Scikit Learn (Machine Learning Library), Performance Analysis, Statistical Methods
Intermediate · Course · 1 - 4 Weeks
Skills you'll gain: Health Technology, Clinical Informatics, Healthcare Ethics, Clinical Documentation, Medical Imaging, Radiology, Diagnostic Radiology, AI literacy, Clinical Nursing, Data Ethics, Responsible AI, Clinical Research, Health Informatics, AI Personalization, Decision Support Systems, Risking, Nursing Practices, X-Ray Computed Tomography, Predictive Analytics, Image Analysis
Intermediate · Course · 1 - 3 Months

Sage Publications
Skills you'll gain: Data Ethics, Data-Driven Decision-Making, Business Analytics, Analytics, Advanced Analytics, Strategic Decision-Making, Big Data, Decision Making, Analytical Skills, Dashboard, Data Management, Data Analysis, Data Collection, Emerging Technologies, Organizational Effectiveness, Leadership and Management, Law, Regulation, and Compliance, Data Security, Information Privacy
Beginner · Course · 1 - 3 Months