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.

University of California, Davis
Skills you'll gain: Hazard Analysis, Chemical Engineering, Process Engineering, Safety Assurance, Risk Analysis, Risk Modeling, Risk Management, Engineering Practices, Accident Prevention, Failure Analysis, Risk Control, Process Analysis, Environment Health And Safety, Probability, Reliability
★ 4.8 (238) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Brand Management, Brand Strategy, Branding, Marketing Analytics, Data-Driven Decision-Making, Sustainable Business, Governance, Stakeholder Engagement, Storytelling, Growth Strategies, Innovation, Communication
★ 4.7 (193) · Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Data Mining, Anomaly Detection, Unsupervised Learning, Machine Learning Methods, Supervised Learning, Classification Algorithms, Decision Tree Learning, Data Science, Machine Learning Algorithms, Data Analysis, Machine Learning, Correlation Analysis, Bayesian Network, Algorithms, Artificial Neural Networks, Model Evaluation
★ 4.3 (76) · Intermediate · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: Pandas (Python Package), Version Control, Git (Version Control System), Data Manipulation, Software Development Tools, Development Environment, Data Structures, Python Programming, Microsoft Development Tools, Data Analysis Software, Package and Software Management, Virtual Environment
★ 4.6 (278) · Beginner · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Corporate Finance, Export Control, Regulatory Compliance, Organizational Strategy, Property and Real Estate, Strategic Decision-Making, Business Analysis, Policy Analysis, Research, and Development, Case Law, Case Studies, Analysis, Consolidation
★ 4.7 (415) · Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Decision Making, Team Motivation, Active Listening, Leadership, Empathy, Strategic Decision-Making, Leadership Development, Decisiveness, Non-Verbal Communication, Drive Engagement, Leadership and Management, Business Leadership, Intercultural Competence, Leadership Studies, Empathy & Emotional Intelligence, Organizational Leadership, Strategic Leadership, Team Leadership, Data-Driven Decision-Making, Emotional Intelligence
★ 4.2 (9) · Beginner · Specialization · 3 - 6 Months
Illinois Tech
Skills you'll gain: Market Dynamics, Supply And Demand, Game Theory, Business Strategy, Product Lifecycle Management, Competitive Analysis, Strategic Thinking, Business Economics, Business Strategies, Product Strategy, Innovation, Economics, Market Trend, Strategic Decision-Making, Strategic Planning, Global Marketing, Market Analysis, Revenue Management, Adaptability, Team Leadership
★ 4.6 (232) · Beginner · Specialization · 3 - 6 Months

IE Business School
Skills you'll gain: Innovation, Employee Performance Management, Performance Appraisal, Performance Management, Leadership and Management, Governance, Case Studies, Organizational Effectiveness, Corporate Strategy, Decision Making, Behavioral Economics, Ancient History, Organizational Structure, Business Strategy, Business Economics, Social Studies, Economics, Market Dynamics, Storytelling
★ 4.8 (314) · Beginner · Course · 1 - 3 Months

University of Michigan
Skills you'll gain: Loans, Finance, Excel Formulas, General Lending, Microsoft Excel, General Finance, Financial Management, Financial Analysis, Financial Planning, Business Mathematics, Spreadsheet Software, Cash Flows, Investments, Timelines, Applied Mathematics
★ 4.8 (971) · Beginner · Course · 1 - 4 Weeks

École Polytechnique Fédérale de Lausanne
Skills you'll gain: Real Estate, Property and Real Estate, Real Estate Sales, Real Estate Transactions, Return On Investment, Capital Budgeting, Market Dynamics, Financial Analysis, Financial Market, Economics, Investments, Finance, Supply And Demand, Depreciation, Cost Benefit Analysis, Lease Contracts, Competitive Analysis, Decision Making
★ 4.8 (265) · Intermediate · Course · 1 - 3 Months

Wesleyan University
Skills you'll gain: Decision Making, Professional Development, Self-Awareness, Social Impact, Personal Development, Human Centered Design, Strategic Thinking, Human Development, Psychology, Relationship Building, Social Sciences, Culture, Cultural Diversity, Overcoming Obstacles, Dealing With Ambiguity, Adaptability
★ 4.7 (380) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Microsoft Excel, Spreadsheet Software, Data-Driven Decision-Making, Strategic Decision-Making, Microsoft Office
★ 4.7 (522) · Intermediate · Guided Project · Less Than 2 Hours