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.

Skills you'll gain: Retail Management, Retail Store Operations, Merchandising, Revenue Management, Customer Analysis, Market Intelligence, Business Strategies, Competitive Analysis, Business Management, Organizational Strategy, Consumer Behaviour, Inventory Management System, Market Analysis, Case Studies, Market Share, Strategic Decision-Making, Sustainable Business, Intellectual Property, Financial Analysis, Geographic Information Systems
Beginner · Specialization · 1 - 3 Months
University of Washington
Skills you'll gain: Unsupervised Learning, Supervised Learning, Predictive Analytics, Statistical Modeling, R Programming, Statistical Methods, Decision Tree Learning, Statistical Inference, Statistical Analysis, Machine Learning Algorithms, Machine Learning, Graph Theory, Probability & Statistics, Network Analysis, Big Data, Sampling (Statistics), Random Forest Algorithm
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Predictive Modeling, Data Visualization, Data Presentation, Data-Driven Decision-Making, Advanced Analytics, Data Storytelling, Business Analytics, Business Reporting, Global Marketing, Management Reporting, User Feedback, Business Intelligence Software, Regional Sales, Artificial Intelligence, Key Performance Indicators (KPIs), Law, Regulation, and Compliance
Beginner · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Health Informatics, Clinical Informatics, Decision Support Systems, Solution Design, Health Technology, Health Care, Health Information Management, Usability Testing, Requirements Elicitation, Electronic Medical Record, Data Capture, User Centered Design, Artificial Intelligence and Machine Learning (AI/ML)
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Organizational Strategy, Business Strategy, Strategic Planning, Strategic Thinking, Management Information Systems, Strategic Leadership, Plan Execution, Strategic Decision-Making, Corporate Strategy, Sales Enablement, Sales Strategy, Performance Measurement, Revenue Management, Business Priorities, Competitive Analysis, Talent Acquisition, Key Performance Indicators (KPIs), Team Motivation
Mixed · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Data Storytelling, Revenue Recognition, Data Presentation, Data Visualization, Accrual Accounting, Infographics, Storytelling, Cash Flows, Accounting, Data Collection, Business Analytics, Financial Statements, Financial Accounting, Business Analysis, Big Data, Analytics, Asset Management, Data Analysis, Intellectual Property, Network Model
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Earned Value Management, Stakeholder Engagement, Project Management Institute (PMI) Methodology, Project Planning, Stakeholder Management, Team Leadership, Project Management, Project Management Life Cycle, Project Scoping, Project Documentation, Project Schedules, Agile Project Management, Quality Management, Work Breakdown Structure, Risk Management, Cost Management, Decision Making
Beginner · Course · 1 - 3 Months

Real Madrid Graduate School Universidad Europea
Skills you'll gain: Precision Medicine, Accident Prevention, Data Ethics, Kinesiology, Applied Machine Learning, Child Development, Working With Children, Machine Learning, Data-Driven Decision-Making, Epidemiology, Continuous Monitoring, Load Balancing, Decision Support Systems, Obstetrics And Gynecology, Emerging Technologies, Predictive Modeling, Health Education, Biomedical Engineering, Systems Engineering, Human Machine Interfaces
Beginner · Specialization · 3 - 6 Months

Johns Hopkins University
Skills you'll gain: Performance Metric, Artificial Intelligence, Strategic Leadership, Responsible AI, Strategic Decision-Making, Data Quality, MLOps (Machine Learning Operations), Applied Machine Learning, Machine Learning, Algorithms, Artificial Neural Networks, Data Validation, Decision Tree Learning, Random Forest Algorithm, Resource Utilization, System Requirements
Intermediate · Course · 1 - 3 Months

Fractal Analytics
Skills you'll gain: Case Studies, Decision Making, Human Learning, Applied Behavior Analysis, Behavior Management, Behavioral Economics, Human Development, Psychology, Critical Thinking, Empathy, Emotional Intelligence, Communication
Beginner · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Negotiation, Contract Negotiation, Mediation, Arbitration, Price Negotiation, Legal Strategy, Intercultural Competence, Planning, Strategic Planning, Conflict Management, Communication, Contract Management, Ethical Standards And Conduct, Decision Making
Mixed · Course · 1 - 3 Months

Real Madrid Graduate School Universidad Europea
Skills you'll gain: Precision Medicine, Sports Medicine, Athletic Training, Rehabilitation, Responsible AI, Data Ethics, Injury Prevention, Augmented and Virtual Reality (AR/VR), AI Personalization, Health Systems, Exercise Science, Health Technology, Artificial Intelligence, Emerging Technologies, Healthcare Ethics, Machine Learning, Human Machine Interfaces, Predictive Modeling, Risk Management, Real Time Data
Beginner · Course · 1 - 4 Weeks