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 Boulder
Skills you'll gain: Model Evaluation, Applied Machine Learning, Unsupervised Learning, Classification And Regression Tree (CART), Decision Tree Learning, Artificial Neural Networks, Classification Algorithms, Supervised Learning, Machine Learning Algorithms, Random Forest Algorithm, Predictive Modeling, Artificial Intelligence and Machine Learning (AI/ML), Dimensionality Reduction, Statistics
Build toward a degree
Intermediate · Course · 1 - 4 Weeks

Microsoft
Skills you'll gain: Power BI, Data-Driven Decision-Making, Data Analysis, Data Literacy, Business Intelligence, Data Processing, Data Collection, Business Analytics, Data Transformation, Data Visualization Software, Data Management
Beginner · Course · 1 - 4 Weeks

Fundação Instituto de Administração
Skills you'll gain: Culture Transformation, Business Transformation, Employee Engagement, Delegation Skills, Stakeholder Communications, Corporate Communications, Process Management, Business Communication, Strategic Communication, Internal Communications, Professional Development, Mentorship, Leadership, Lifelong Learning, Organizational Change, Communication, Digital Transformation, Drive Engagement, Influencing, Team Leadership
Beginner · Specialization · 3 - 6 Months

University of Michigan
Skills you'll gain: Constructive Feedback, Cooperation, Decision Making, Team Performance Management, Team Building, Teamwork, Peer Review, Team Management, Independent Thinking, Personal Development, Empathy, Professional Development, Self-Awareness, Rapport Building, Critical Thinking, Mentorship, Communication Strategies, People Management, Leadership Development, Communication
Beginner · Specialization · 3 - 6 Months

London Business School
Skills you'll gain: Corporate Sustainability, Environmental Social And Corporate Governance (ESG), Sustainable Business, Sustainable Development, Corporate Strategy, Business Ethics, Social Impact, Business Leadership, Decision Making, Stakeholder Engagement, Innovation
Intermediate · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Operations Research, Resource Allocation, Simulation and Simulation Software, Microsoft Excel, Business Analytics, Data-Driven Decision-Making, Business Risk Management, Transportation Operations, Analytics, Risk Analysis, Process Optimization, Statistical Methods, Business Modeling, Logistics
Mixed · Course · 1 - 3 Months

Skills you'll gain: Prompt Engineering, Responsible AI, Business Analysis, Data-Driven Decision-Making, Data Analysis, AI Security, Business Analytics, Artificial Intelligence, Business Process Automation, Generative AI, Stakeholder Communications, Business Requirements, AI Workflows, Requirements Elicitation, Workflow Management, Process Optimization
Intermediate · Course · 1 - 4 Weeks

Columbia University
Skills you'll gain: Care Coordination, Value-Based Care, Health Informatics, Interoperability, Health Technology, Healthcare Ethics, Patient Education and Support, Patient-centered Care, Health Care, Health Information Management, Primary Care, Electronic Medical Record, Telehealth, Health Policy, Communication
Beginner · Course · 1 - 3 Months

University of Illinois Urbana-Champaign
Skills you'll gain: Business Ethics, Decision Making, Culture, Cultural Diversity, Global Marketing, Branding, Intercultural Competence, Stakeholder Analysis, Brand Management, Consumer Behaviour
Beginner · Course · 1 - 3 Months

Skills you'll gain: Supervised Learning, Data Modeling, Applied Machine Learning, Data Analysis, Regression Analysis, Unsupervised Learning, Classification Algorithms, Machine Learning, Predictive Modeling, Decision Tree Learning, Logistic Regression, Model Evaluation, Random Forest Algorithm
Beginner · Course · 1 - 4 Weeks

Copenhagen Business School
Skills you'll gain: Consumer Behaviour, Market Research, Magnetic Resonance Imaging, Marketing, Neurology, Science and Research, Experimentation, Research Methodologies, Research Design, Data Collection, Psychology
Beginner · Course · 1 - 3 Months

University of London
Skills you'll gain: Goal Setting, Organizational Change, Leadership and Management, Business Management, Change Management, Personal Development, People Management, Organizational Structure, Decision Making, Leadership, Coordination
Mixed · Course · 1 - 3 Months