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 Virginia
Skills you'll gain: Bioinformatics, Data Analysis Software, Scientific Visualization, Taxonomy, Data Import/Export
★ 4.7 (320) · Intermediate · Course · 1 - 3 Months

Shanghai Jiao Tong University
Skills you'll gain: Human Factors, Consumer Behaviour, Organizational Leadership, Psychological Evaluations, Leadership Studies, Leadership and Management, Psychology, Marketing Psychology, Mental Health, Professional Development, Mental and Behavioral Health, Marketing, Leadership, Criminal Investigation and Forensics, Workforce Development, Personal Attributes, Human Development, Social Sciences, Decision Making
★ 4.6 (98) · Mixed · Course · 1 - 3 Months

Fractal Analytics
Skills you'll gain: Human Centered Design, Problem Solving, Critical Thinking and Problem Solving, Critical Thinking, Analytical Skills, Data Science, Decision Making, Data Analysis
★ 4.6 (165) · Beginner · Course · 1 - 4 Weeks
Northeastern University
Skills you'll gain: Journey Mapping, Health Informatics, Decision Support Systems, AI Enablement, Business Analytics, Data Compilation, AI Product Strategy, Predictive Analytics, Data-Driven Decision-Making, Health Technology, Advanced Analytics, Care Management, Artificial Intelligence and Machine Learning (AI/ML), Analytics, Predictive Modeling, AI Integrations, Applied Machine Learning, Healthcare Industry Knowledge, Value-Based Care, Machine Learning
★ 4.4 (84) · Intermediate · Course · 1 - 4 Weeks

University at Buffalo
Skills you'll gain: Product Lifecycle Management, Performance Measurement, Manufacturing Operations, Supply Chain Management, Manufacturing and Production, Operations Management, Enterprise Resource Planning, Production Planning, Material Requirements Planning, Data Integration, Business Process Management, Data Collection, Digital Transformation, Data Security, Enterprise Application Management, Data Management, Decision Making
★ 4.6 (645) · Beginner · Course · 1 - 4 Weeks

Rice University
Skills you'll gain: Economics, Supply And Demand, Market Dynamics, Business Economics, Economics, Policy, and Social Studies, Market Analysis, Tax, Cost Benefit Analysis, Policy Analysis, Public Policies, Resource Allocation, Consumer Behaviour, Decision Making
★ 4.8 (68) · Beginner · Course · 1 - 3 Months

Unilever
Skills you'll gain: Data Governance, Data Storytelling, Data Presentation, Data Literacy, Presentations, Data Visualization, Supply Chain, Data Management, Supply Chain Management, Data Analysis, Data Analysis Software, Analytics, Data Visualization Software, Data Quality, Data Compilation, Analytical Skills, Data Cleansing, Data Synthesis, Risk Management, Problem Solving
★ 4.5 (95) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Strategic Decision-Making, Business Leadership, Artificial Intelligence, Business Strategy, Corporate Strategy, Leadership, Organizational Structure, Automation, Organizational Change, Operational Efficiency, Cost Reduction
★ 4.5 (1.3K) · Beginner · Course · 1 - 4 Weeks
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

University of London
Skills you'll gain: Sampling (Statistics), Descriptive Statistics, Data Presentation, Statistics, Statistical Methods, Estimation, Probability, Data-Driven Decision-Making, Data Collection, Probability & Statistics, Statistical Inference, Statistical Hypothesis Testing, Probability Distribution, Decision Making, Data Analysis, Statistical Visualization, Graphing
★ 3.8 (317) · Mixed · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Research Design, Institutional Review Board (IRB), Science and Research, Laboratory Research, Research Methodologies, Research, Consumer Behaviour, Sensory Systems Analysis, Influencing, Marketing Psychology, Case Studies, Persuasive Communication, Statistical Analysis, Ethical Standards And Conduct, Data Analysis, Data Collection, Advertising, Marketing Communications, Experimentation, Decision Making
★ 4.5 (49) · Intermediate · Specialization · 3 - 6 Months

Universidad Nacional Autónoma de México
Skills you'll gain: Organizational Strategy, Strategic Planning, Business Planning, Quality Management, Performance Measurement, Business Strategies, Key Performance Indicators (KPIs), Business Strategy, Quality Improvement, Performance Metric, Performance Analysis, Strategic Decision-Making, Organizational Effectiveness, Business Management, Continuous Improvement Process, Goal Setting
★ 4.9 (674) · Beginner · Course · 1 - 4 Weeks