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.

The State University of New York
Skills you'll gain: Child Development, Childhood Education and Development, Working With Children, Special Education, Education and Training, Teaching, Family Support, Parent Communication, Cultural Diversity, Diversity Awareness, Diversity Equity and Inclusion Initiatives, Classroom Management, Cultural Responsiveness, Psychosocial Assessments, Behavior Management, Behavioral Management, Positive Behavior Support, Cultural Sensitivity, Creativity, Communication
★ 4.9 (142) · Beginner · Course · 1 - 3 Months

Tecnológico de Monterrey
Skills you'll gain: Patient Evaluation, Patient-centered Care, Clinical Supervision, Clinical Assessment, Clinical Practices, Constructive Feedback, Mentorship, Decision Making
★ 4.9 (159) · Intermediate · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Leadership and Management, Business Leadership, Organizational Leadership, Decision Making, Emotional Intelligence, Ethical Standards And Conduct, Business Ethics, Team Leadership, Leadership, Trustworthiness, Empathy & Emotional Intelligence, Leadership Development, Rapport Building, Team Building, Waterfall Methodology, Project Management, Project Management Life Cycle, Self-Awareness, Project Scoping, Business Communication
★ 4.8 (166) · Beginner · Course · 1 - 4 Weeks

Universidad de Palermo
Skills you'll gain: Business Economics, Market Dynamics, Economics, Economic Development, Financial Policy, Economics, Policy, and Social Studies, Market Analysis, Public Policies, Business Acumen, International Finance, Consumer Behaviour, Policy Analysis, Supply And Demand, Fiscal Management, Decision Making
★ 4.8 (679) · Beginner · 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 Western Australia
Skills you'll gain: Land Management, Economics, Environment and Resource Management, Environmental Issue, Water Resources, Natural Resource Management, Environmental Resource Management, Economics, Policy, and Social Studies, Environmental Policy, Supply And Demand, Public Policies, Cost Benefit Analysis, Policy Analysis, Climate Change Adaptation, Market Dynamics, Pollution Prevention, Resource Utilization, Market Trend, Production Process
★ 4.7 (563) · Beginner · Course · 1 - 3 Months

Utrecht University
Skills you'll gain: Social Justice, Court Systems, Political Sciences, Immigration Law, Law, Regulation, and Compliance, Diversity Awareness, European History, Cultural Diversity, Social Sciences, Lawsuits, Civil Law, Adjudication, Legal Proceedings, Case Law, Case Studies
★ 4.8 (630) · Beginner · Course · 1 - 3 Months

Arizona State University
Skills you'll gain: Visionary, Strategic Thinking, Proactivity, Creative Thinking, Cognitive flexibility, Optimism, Open Mindset, Empowerment, Planning, Creativity, Critical Thinking, Decision Making
★ 4.5 (66) · Mixed · Course · 1 - 3 Months

Vanderbilt University
Skills you'll gain: Git (Version Control System), Version Control, Android Development, File I/O, Android (Operating System), Android Studio, Mobile Development, Data Persistence, Java Programming, Application Development, Event-Driven Programming, Computer Programming
★ 4.2 (801) · Mixed · Course · 1 - 3 Months

Skills you'll gain: Fine-tuning, Large Language Modeling, Natural Language Processing, LLM Application, Generative AI Agents, Agentic Workflows, Decision Intelligence, Test Case, Agentic systems, User Interface (UI), Performance Testing, Model Training, Applied Machine Learning, Artificial Intelligence, Model Optimization, Machine Learning Algorithms, Classification Algorithms, Decision Support Systems, Model Evaluation
★ 4.4 (21) · Intermediate · Course · 1 - 3 Months

Macquarie University
Skills you'll gain: Time Series Analysis and Forecasting, Forecasting, Model Evaluation, Regression Analysis, Microsoft Excel, Excel Formulas, Trend Analysis, Case Studies, Business Metrics, Predictive Modeling, Strategic Thinking, Data Presentation, Statistical Visualization, Graphing, Data-Driven Decision-Making, Statistical Modeling, Business Modeling, Model Optimization, Business Analytics, Statistical Analysis
★ 4.9 (331) · Intermediate · Specialization · 3 - 6 Months
Skills you'll gain: Statistical Hypothesis Testing, Statistical Methods, Sample Size Determination, Statistical Inference, Estimation, Business Analytics, Statistics, Probability & Statistics, Sampling (Statistics), Statistical Analysis, Microsoft Excel, Excel Formulas, Probability Distribution, Data Analysis
★ 4.8 (1.3K) · Mixed · Course · 1 - 4 Weeks