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.

Duke University
Skills you'll gain: Risk Management, Business Risk Management, Credit Risk, Risk Mitigation, Stakeholder Communications, Operational Risk, Proposal Development, Risk Analysis, Finance, Business Planning, Stakeholder Management, Stakeholder Engagement, Business Strategies, Financial Analysis, Organizational Strategy, Strategic Thinking, Strategic Decision-Making
★ 4.6 (46) · Beginner · Course · 1 - 4 Weeks

Howard University
Skills you'll gain: Linear Algebra, Data Visualization, Applied Mathematics, Plot (Graphics), Scientific Visualization, NumPy, Mathematical Software, Algebra, Jupyter, Data Analysis Software, Mathematical Modeling, Computer Programming Tools, Data Science, Software Development Tools, Python Programming, Software Installation, Data Manipulation, Git (Version Control System), Version Control
★ 4.4 (16) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Team Motivation, People Management, Trustworthiness, Performance Management, People Development, Coaching, Staff Management, Team Building, Leadership, Business Leadership, Influencing, Goal Setting, Communication, Accountability, Decision Making
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Amazon S3, Amazon Web Services, Cloud Hosting, Version Control, Software Versioning, Web Language, Application Deployment, Cloud Storage, Web Applications, Web Design and Development, Cloud Deployment, Serverless Computing, Public Cloud, Web Presence
★ 4.5 (84) · Beginner · Guided Project · Less Than 2 Hours

Erasmus University Rotterdam
Skills you'll gain: Policy Development, Conflict Management, Ethical Standards And Conduct, Disaster Recovery, Policy Analysis, Emergency Response, Mitigation, International Relations, Risk Analysis, Risk Management, Public Safety and National Security, Decision Intelligence
★ 4.7 (83) · Intermediate · Course · 1 - 3 Months

National Academy of Sports Medicine
Skills you'll gain: Exercise Science, Nutrition Education, Physiology, Sports Medicine, Decision Making, Nutrition and Diet, Preventative Care, Nutritional Assessment, Pharmacology, Contraindication
★ 4.8 (15) · Beginner · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Social Network Analysis, Network Analysis, Social Media Analytics, Data Visualization, Graph Theory, Statistical Visualization, Relational Databases, Data Presentation, Data Visualization Software, R (Software), Data Storytelling, Data Analysis, Network Model, Database Theory, Social Sciences, Statistical Analysis, Machine Learning, Machine Learning Methods, Diagram Design, Data Manipulation
★ 4.3 (19) · Intermediate · Specialization · 3 - 6 Months

Knowledge Accelerators
Skills you'll gain: Microsoft Copilot, Microsoft 365, Microsoft Teams, Microsoft Office, Data Visualization, Productivity Software, AI literacy, Microsoft Excel, Artificial Intelligence, Technical Communication, Generative AI, Microsoft Word, Microsoft PowerPoint, Generative AI Agents, Productivity, Excel Formulas, Data Analysis, Data-Driven Decision-Making, Data Management, Communication
★ 4.3 (16) · Intermediate · Course · 1 - 3 Months

University of Maryland, College Park
Skills you'll gain: Stakeholder Engagement, Team Management, Team Building, Expectation Management, Project Management Institute (PMI) Methodology, Stakeholder Communications, Stakeholder Analysis, Resource Management, People Development, Relationship Management
★ 4.6 (69) · Beginner · Course · 1 - 3 Months

Peking University
Skills you'll gain: Social Network Analysis, Network Analysis, Game Theory, Market Dynamics, Network Model, Social Sciences, Socioeconomics, Graph Theory, Bidding, Computational Thinking, Supply And Demand, Informatics, Behavioral Economics, Economics, Political Sciences, Decision Intelligence, Probability, Probability Distribution
★ 4.7 (114) · Mixed · Course · 3 - 6 Months

Fundação Instituto de Administração
Skills you'll gain: Strategic Thinking, Business Strategy, Strategic Decision-Making, Competitive Analysis, Organizational Strategy, Decision Making, Corporate Strategy, Market Analysis, Analysis, Continuous Monitoring, Market Dynamics
★ 4.9 (8) · Beginner · Course · 1 - 3 Months

University of Pittsburgh
Skills you'll gain: NumPy, Matplotlib, Plot (Graphics), Linear Algebra, Pandas (Python Package), Data Manipulation, Applied Mathematics, Python Programming, Data Analysis, Data Science, Regression Analysis, Data Visualization Software, Mathematics and Mathematical Modeling, Probability & Statistics, Numerical Analysis, Mathematical Modeling, Machine Learning, Computational Logic, Logical Reasoning
★ 3.9 (8) · Beginner · Course · 1 - 4 Weeks