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 Colorado System
Skills you'll gain: Cryptography, Data Integrity, Encryption, Authentications, Key Management, Data Security, Public Key Cryptography Standards (PKCS), Digital Communications
★ 4.6 (100) · Intermediate · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Medical Privacy, Health Insurance Portability And Accountability Act (HIPAA) Compliance, Data Management, Data Entry, Data Maintenance, Data Integrity, Health Information Management, Health Information Management and Medical Records, Data Quality, Health Informatics, Electronic Medical Record System, Medical Records, Data Governance, Electronic Medical Record, Clinic Management Systems, Health Care, Patient Registration, Personally Identifiable Information, Data-Driven Decision-Making, Clinical Documentation
★ 4.4 (48) · Beginner · Course · 1 - 4 Weeks
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

Columbia University
Skills you'll gain: Value-Based Care, Health Informatics, Care Coordination, Analytics, Health Care Administration, Clinical Data Management, Data Analysis, Interoperability, Data Ethics, Health Systems, Health Technology, Patient-centered Care, Predictive Modeling
★ 4.7 (143) · Beginner · Course · 1 - 3 Months

University of Illinois Urbana-Champaign
Skills you'll gain: Active Listening, Rapport Building, Relationship Building, Influencing, Relationship Management, Professional Development, Interpersonal Communications, Conflict Management, Decision Making, Communication, Business Ethics, Ethical Standards And Conduct
★ 4.8 (37) · Beginner · Course · 1 - 3 Months

Macquarie University
Skills you'll gain: Business Strategy, Strategic Thinking, Business Strategies, Customer Analysis, Organizational Strategy, Strategic Marketing, Growth Strategies, Corporate Strategy, Competitive Analysis, Business Planning, Market Analysis, Strategic Decision-Making, Market Opportunities, Value Propositions, New Business Development, Organizational Effectiveness, Analysis, Innovation
★ 4.8 (328) · Beginner · Course · 1 - 3 Months

Fred Hutchinson Cancer Center
Skills you'll gain: Collaborative Software, GitHub, Technical Writing, Technical Support, Version Control, Document Management, Technical Documentation, Typography
★ 4.3 (143) · Beginner · Course · 1 - 4 Weeks

Simplilearn
Skills you'll gain: Project Risk Management, Business Analysis, Project Management, Risk Management, Project Planning, Data Visualization, Agile Methodology, Agile Project Management, Microsoft Excel, Cost Management, Data Presentation, Interactive Data Visualization, Stakeholder Engagement, Excel Formulas, Business Analytics, Stakeholder Management, Business Requirements, Solution Design, Data Analysis, Data Validation
★ 4.3 (52) · Beginner · Specialization · 1 - 3 Months

University of Glasgow
Skills you'll gain: Leadership Studies, Data-Driven Decision-Making, Organizational Effectiveness, Strategic Leadership, Data Literacy, Organizational Leadership, Leadership, Leadership and Management, Ancient History, Leadership Development, Organizational Structure, Agile Methodology, Decision Making, Social Sciences, Critical Thinking and Problem Solving
★ 4.7 (41) · Intermediate · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Traffic Flow Optimization, Stormwater Management, Public Works, Landscape Architecture, Civil Engineering, Environmental Engineering, Sustainable Systems, Sustainable Development, Health Equity, Land Development, Water Resources, Sustainable Design, Community Development, Community Health, Environment, Public Health
★ 4.8 (97) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Data Ethics, Responsible AI, Data Collection, Game Theory, Data Preprocessing, Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Algorithms, Decision Intelligence, Artificial Intelligence, Model Evaluation, Predictive Modeling, Mitigation
★ 4.8 (123) · Beginner · Course · 1 - 4 Weeks
Northeastern University
Skills you'll gain: Journey Mapping, Decision Support Systems, Business Solutions, AI Product Strategy, Predictive Analytics, Data-Driven Decision-Making, Artificial Intelligence and Machine Learning (AI/ML), Analytics, Predictive Modeling, Customer Analysis, AI Integrations, Applied Machine Learning, Healthcare Industry Knowledge, Artificial Intelligence, Machine Learning, Machine Learning Algorithms, Model Evaluation
★ 4.4 (84) · Intermediate · Course · 1 - 4 Weeks