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.

Arizona State University
Skills you'll gain: Meeting Facilitation, Decision Making, Conflict Management, Empathy, Team Collaboration, De-escalation Techniques, Emotional Intelligence, Active Listening, Constructive Feedback, Empathy & Emotional Intelligence, Teamwork, Team Building, Compassion, Strategic Decision-Making, Business Ethics, Growth Mindedness, Team Management, Accountability Frameworks, Discussion Facilitation, Communication
Beginner · Specialization · 3 - 6 Months
University of Pennsylvania
Skills you'll gain: Return On Investment, Capital Budgeting, Finance, Financial Forecasting, Forecasting, Cash Flow Forecasting, Financial Modeling, Financial Analysis, Financial Planning, Corporate Finance, Business Valuation, Cash Flows, Risk Analysis, Loans
Mixed · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: Deductive Reasoning, Critical Thinking, Logical Reasoning, Computational Logic, Analysis, Probability, Diagram Design, Sampling (Statistics), Persuasive Communication, Verification And Validation, Probability & Statistics, Statistical Inference, Correlation Analysis, Communication, Decision Intelligence, Appeals, Business Communication
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Enterprise Risk Management (ERM), Risk Analysis, Business Risk Management, Risk Modeling, Risk Management, Risk Management Framework, Risk Mitigation, Strategic Decision-Making, Cost Accounting, Market Dynamics, Competitive Analysis, Decision Making, Product Strategy, Consumer Behaviour, Analysis, Resource Allocation
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Git (Version Control System), GitHub, Version Control, Continuous Integration, Software Versioning, Collaborative Software, Software Configuration Management, CI/CD, Code Review, Issue Tracking, Command-Line Interface, Software Installation
Beginner · Course · 1 - 4 Weeks

Wesleyan University
Skills you'll gain: Regression Analysis, Data Storytelling, Logistic Regression, Classification And Regression Tree (CART), Statistical Hypothesis Testing, Descriptive Statistics, Data Presentation, Statistical Analysis, Statistical Software, Correlation Analysis, Plot (Graphics), Exploratory Data Analysis, Statistical Visualization, Data Manipulation, Decision Tree Learning, Statistical Machine Learning, Data Analysis, Statistical Methods, Machine Learning, Statistics
Beginner · Specialization · 3 - 6 Months
University of Michigan
Skills you'll gain: Mathematical Modeling, Systems Thinking, Strategic Decision-Making, Innovation, Diversity Awareness, Social Sciences, Predictive Modeling, Strategic Thinking, Decision Making, Complex Problem Solving, Critical Thinking, Network Analysis, Economics, Economic Development, Probability, Market Dynamics, Coordination
Intermediate · Course · 1 - 3 Months

IESE Business School
Skills you'll gain: Value Propositions, Brand Management, Financial Statements, Customer Analysis, Marketing, Financial Statement Analysis, Branding, Strategic Leadership, Leadership Development, Business Analytics, Income Statement, Business Analysis, Intercultural Competence, Financial Analysis, Accounting, Financial Management, Financial Acumen, Cash Management, Leadership, Finance
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Stakeholder Engagement, Business Intelligence, Business Intelligence Software, Stakeholder Communications, Stakeholder Analysis, Data-Driven Decision-Making, Dashboard, Real Time Data, Data Integration, Data Modeling, Project Design, Data Analysis, Business Metrics, Plan Execution, Dashboard Creation, Business Process Improvement, Business Process, Project Implementation, Data Pipelines, Continuous Monitoring
Advanced · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Writing and Editing, Writing, Storytelling, Editing, Detail Oriented, Decision Making, Creativity, Professionalism, Time Management
Beginner · Course · 1 - 4 Weeks

PracticalGrowth
Skills you'll gain: Recruitment, Talent Recruitment, Full Cycle Recruitment, Decision Intelligence, Decision Making, Data-Driven Decision-Making, Strategic Decision-Making, Interviewing Skills, Talent Acquisition, Recruitment Strategies, Job Evaluation, Job Analysis, Project Documentation, Employee Onboarding, Risk Management, Diversity and Inclusion, Diversity Awareness
Beginner · Course · 1 - 4 Weeks

University of California, Irvine
Skills you'll gain: Data Storytelling, People Analytics, Data Presentation, Employee Relations, Human Resource Strategy, Human Resource Management, Performance Metric, Data Strategy, Employee Training, Dashboard, Business Metrics, Employee Engagement, Business Analysis, Employee Retention, Data Analysis, Training and Development, Compensation and Benefits, Compensation Strategy, Talent Recruitment, Mental Health
Beginner · Course · 1 - 4 Weeks