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.

Banco Interamericano de Desarrollo
Skills you'll gain: Failure Analysis, Risk Analysis, Risk Modeling, Feasibility Studies, Failure Mode And Effects Analysis, Risk Management, Hazard Analysis, Project Risk Management, Governance Risk Management and Compliance, Risk Mitigation, Risk Management Framework, Mitigation, Disaster Recovery, Key Performance Indicators (KPIs), Financial Analysis, Cost Benefit Analysis, Contingency Planning, Governance, Resilience, Environment
★ 4.6 (368) · Advanced · Specialization · 1 - 3 Months

Imperial College London
Skills you'll gain: Health Systems, Health Equity, Health Assessment, Health Policy, Health Care Administration, Health Administration, Governance, Healthcare Industry Knowledge, Health Promotion, Public Health, Sustainable Development, Public Health and Disease Prevention
★ 4.7 (228) · Beginner · Course · 1 - 4 Weeks

Northeastern University
Skills you'll gain: Business Analytics, Analytics, Statistical Methods, Patient Safety, Health Systems, Health Care, Patient-centered Care, Statistical Analysis, Patient Evaluation, Performance Measurement, Performance Metric, Data Analysis, Data-Driven Decision-Making, Peer Review, Data Collection, Strategic Thinking, Data Management, Systems Thinking
★ 4.6 (40) · 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 (64) · Beginner · Course · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Anomaly Detection, Feature Engineering, Data Ethics, Machine Learning Algorithms, Machine Learning Methods, Classification Algorithms, Responsible AI, Machine Learning, Statistical Machine Learning, Applied Machine Learning, Supervised Learning, Unsupervised Learning, Scikit Learn (Machine Learning Library), Model Evaluation, Model Training, Machine Learning Software, Decision Tree Learning, Model Optimization, Regression Analysis
★ 4.5 (11) · Beginner · Course · 1 - 3 Months

Dartmouth College
Skills you'll gain: Digital Transformation, Predictive Modeling, Customer experience strategy (CX), Analytics, Predictive Analytics, Simulations, Simulation and Simulation Software, Advanced Analytics, Business Transformation, Scikit Learn (Machine Learning Library), Model Evaluation, Data-Driven Decision-Making, Operations Research, Internet Of Things, Model Training, Ethical Standards And Conduct, Cloud Computing, Data Ethics, Business Analytics, Process Optimization
★ 4.9 (32) · Intermediate · Specialization · 3 - 6 Months

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

University of Washington
Skills you'll gain: Decision Intelligence, Data Storytelling, Model Training, Automation, Decision Support Systems, AI Product Strategy, Artificial Intelligence, Machine Learning, Innovation, Algorithms, Analysis
★ 4.7 (47) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: CrewAI, AI Orchestration, AI Workflows, Agentic Workflows, Workflow Management, Generative AI Agents, AI Integrations, Business Process Automation, Tool Calling, Automation, LLM Application, Agentic systems, Decision Making, Process Improvement, Customer Service
★ 4.8 (27) · Intermediate · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Responsible AI, Governance, Data Governance, Data Management, Data Ethics, Compliance Management, Generative AI, Law, Regulation, and Compliance, Stakeholder Analysis, Stakeholder Engagement, Regulatory Requirements, Artificial Intelligence, Stakeholder Management, Decision Intelligence, Risk Analysis, Technology Strategies, Cost Benefit Analysis, Regulation and Legal Compliance, Leadership and Management, Risk Management
★ 4.7 (88) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Respiration, Human Musculoskeletal System, Cardiology, Blood Pressure, Respiratory Care, Respiratory Therapy, Pulmonology, Capillary, Hemodynamics, Clinical Practices, Cell Biology, Physiology, Anatomy, Endocrinology, Diagnostic Tests, Patient Evaluation, Nephrology, Orthopedics, Cardiac Dysrhythmia, Interactive Learning
★ 4.6 (74) · Beginner · Specialization · 3 - 6 Months

Interactive Brokers
Skills you'll gain: Environmental Social And Corporate Governance (ESG), Sustainable Development, Market Data, Corporate Sustainability, Investment Management, Sustainability Standards, Sustainable Business, Environmental Regulations, Financial Market, Investments, Data Ethics, Sustainability Reporting, Financial Data, Market Analysis, Business Ethics, Regulatory Compliance, Environmental Issue, Capital Markets, Data Science, Risk Management
★ 4.5 (127) · Beginner · Specialization · 3 - 6 Months