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 Chinese University of Hong Kong
Skills you'll gain: Operations Research, Model Optimization, Mathematical Modeling, Problem Solving, Process Modeling, Mathematical Software, Combinatorics, Graph Theory, Computational Logic, Computational Thinking, Data Modeling
★ 4.8 (460) · Intermediate · Course · 1 - 4 Weeks

Sciences Po
Skills you'll gain: Social Sciences, Data Governance, Economics, Policy, and Social Studies, Political Sciences, Governance, Public Administration, Data Management, Data Sharing, Digital Transformation, Policy Analysis, Big Data, Driving engagement, Algorithms, Computing Platforms, Data-Driven Decision-Making, Personally Identifiable Information, Information Privacy
★ 4.7 (50) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Lean Six Sigma, Six Sigma Methodology, Process Improvement and Optimization, Quality Improvement, Continuous Improvement Process, Data-Driven Decision-Making, Process Analysis, Process Mapping, Business Analysis, Benchmarking, Stakeholder Engagement, Stakeholder Management, Project Management
★ 4.4 (31) · Beginner · Course · 1 - 4 Weeks

University of Maryland, College Park
Skills you'll gain: Intercultural Competence, Empathy & Emotional Intelligence, Influencing, Leadership, Team Collaboration, Cultural Sensitivity, Communication, Safety Culture, Decision Making, Process Analysis
★ 4.7 (63) · Beginner · Course · 1 - 3 Months

Northeastern University
Skills you'll gain: Health Informatics, Health Information Management, Health Systems, Health Technology, Clinical Informatics, Health Care, Electronic Medical Record System, Health Information Management and Medical Records, Health Care Administration, Health Administration, Data Sharing, Electronic Medical Record, Interoperability, Decision Support Systems, Data Management, Data Storage, Artificial Intelligence, Emerging Technologies, Digital Transformation
★ 4.6 (36) · Beginner · Course · 1 - 4 Weeks

University of Pennsylvania
Skills you'll gain: Digital Transformation, Supply Chain Management, E-Commerce, Supply Chain, Retail Store Operations, Analytics, Digital Analysis, Supply Chain Systems, Business Analytics, Business Technologies, Descriptive Analytics, Customer Demand Planning, Customer experience strategy (CX), Predictive Analytics, Consumer Behaviour, Decision Making
★ 4.6 (125) · Beginner · Course · 1 - 4 Weeks

University of California, Irvine
Skills you'll gain: Business Writing, Report Writing, Negotiation, Project Management, Business Reporting, Organizational Skills, Time Management, Problem Solving, Project Implementation, Entrepreneurial Finance, Leadership and Management, Business Solutions, Stakeholder Management, Creative Problem-Solving, Finance, Verbal Communication Skills, Oral Expression, Critical Thinking and Problem Solving, Entrepreneurship, Communication
★ 4.7 (339) · Mixed · Course · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Tax Management, Tax Compliance, Partnership Accounting, Income Tax, Corporate Tax, Tax Returns, Tax Preparation, Tax Laws, Tax, Tax Planning, Liquidation, Ethical Standards And Conduct, Organizational Strategy, Property Accounting, Organizational Structure, Strategic Decision-Making, Business Analysis
★ 4.8 (91) · Intermediate · Course · 1 - 3 Months

The Pennsylvania State University
Skills you'll gain: Geographic Information Systems, Case Studies, Climate Change Programs, Systems Thinking, Geospatial Information and Technology, Sustainable Design, Spatial Analysis, Sustainable Development, Design Strategies, Collaborative Software, Decision Intelligence, Decision Support Systems, Cultural Responsiveness
★ 4.6 (64) · Beginner · Course · 1 - 3 Months

Illinois Tech
Skills you'll gain: Microsoft Excel, Spreadsheet Software, Excel Formulas, Dashboard, Data Entry, Business Reporting, Data Cleansing, Data Visualization, Data Management, Auditing, Analytics
★ 4.4 (35) · Beginner · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Responsible AI, Automation, Artificial Intelligence, Cloud Infrastructure, Infrastructure Architecture, Agentic systems, AI Integrations, AI Personalization, Predictive Modeling, Business Operations
★ 4.2 (18) · Beginner · Course · 1 - 4 Weeks
Northeastern University
Skills you'll gain: Value-Based Care, Journey Mapping, Healthcare Industry Knowledge, Health Systems, Health Informatics, Organizational Change, Managed Care, Quality Assurance, Change Management, Decision Support Systems, Health Care, Data Quality, Care Management, Patient-centered Care, Business Solutions, AI Product Strategy, Health Policy, Scientific Methods, Health Equity, Predictive Analytics
★ 4.5 (215) · Beginner · Specialization · 3 - 6 Months