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.
Vanderbilt University
Skills you'll gain: AI Enablement, AI Product Strategy, Agentic Workflows, AI powered creativity, Agentic systems, Workforce Management, Scalability, Workforce Planning, Solution Design, Automation, Prompt Engineering, Decision Making
★ 4.6 (36) · Beginner · Course · 1 - 3 Months

Arizona State University
Skills you'll gain: Empathy, Team Leadership, Compassion, Empathy & Emotional Intelligence, Influencing, Emotional Intelligence, Team Building, Team Motivation, Leadership, Teamwork, digital literacy, Self-Awareness, Media and Communications, Digital Communications, Interpersonal Communications, Decision Making, Independent Thinking, Open Mindset, Conflict Management, Accountability
★ 4.6 (148) · Beginner · Specialization · 3 - 6 Months

Coursera
Skills you'll gain: Spreadsheet Software, Microsoft Excel, Google Sheets, Data Visualization, Data-Driven Decision-Making, Microsoft Office, Descriptive Analytics, Analysis
★ 4.5 (193) · Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: Sales Strategy, Sales Process, Microsoft Copilot, Sales Operations, Sales Enablement, Responsible AI, Generative AI Agents, Anthropic Claude, Sales, Report Writing, HubSpot CRM, Email Automation, Generative AI, Business Process Automation, Automation, Workflow Management, Customer Relationship Management, Forecasting, Revenue Forecasting, Data-Driven Decision-Making
★ 4.3 (128) · Intermediate · Specialization · 1 - 3 Months

Yonsei University
Skills you'll gain: Crisis Management, Economic Development, Economics, Promotional Strategies, Economics, Policy, and Social Studies, International Finance, Financial Regulation, Financial Regulations, Financial Systems, Financial Policy, Socioeconomics, International Relations, Public Policies, Policy Analysis, Research, and Development, Growth Strategies
★ 4.8 (423) · Mixed · Course · 1 - 3 Months

Skills you'll gain: Data Visualization, Excel Formulas, Microsoft Excel, Data Presentation, Pivot Tables And Charts, Data Visualization Software, Data Storytelling, Spreadsheet Software, Report Writing, Microsoft Copilot, Data Analysis, Data Synthesis, Anomaly Detection, Data Integration, Data-Driven Decision-Making, Trend Analysis, Statistical Analysis, Prompt Engineering, Exploratory Data Analysis, Statistical Methods
★ 4.2 (48) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Data Presentation, Data Storytelling, Presentations, Data Cleansing, Rmarkdown, Data-Driven Decision-Making, Data Validation, Data Ethics, R (Software), Analytical Skills, Interactive Data Visualization, Dashboard, Spreadsheet Software, Ggplot2, SQL, File Management, Dashboard Creation, Data Analysis, Sampling (Statistics), Interviewing Skills
★ 4.5 (332) · Beginner · Professional Certificate · 3 - 6 Months

EDHEC Business School
Skills you'll gain: Environmental Social And Corporate Governance (ESG), Mergers & Acquisitions, Capital Markets, Project Finance, Financial Systems, Financial Market, Hedge Accounting, General Finance, Equities, Investment Banking, Securities (Finance), International Finance, Finance, Financial Services, Commercial Lending, Private Equity, Corporate Finance, Investment Management, Risk Mitigation, Loans
★ 4.7 (204) · Intermediate · Course · 1 - 3 Months

Arizona State University
Skills you'll gain: Strategic Thinking, Strategic Decision-Making, Complex Problem Solving, Decision Making, Contingency Planning, Analysis, Trend Analysis, Forecasting, Case Studies, Competitive Analysis, Risk Analysis, Data-Driven Decision-Making
★ 4.6 (138) · Mixed · Course · 1 - 3 Months

Fractal Analytics
Skills you'll gain: Feature Engineering, Model Evaluation, Machine Learning Algorithms, Model Optimization, Machine Learning Methods, Random Forest Algorithm, Advanced Analytics, Algorithms, Statistical Machine Learning, Applied Machine Learning, Decision Tree Learning, Predictive Modeling, Data Preprocessing, Fine-tuning, Classification And Regression Tree (CART)
★ 3.6 (14) · Beginner · Course · 1 - 3 Months

Imperial College London
Skills you'll gain: Epidemiology, Mathematical Modeling, Infection Control, Statistical Modeling, Simulations, Infectious Diseases, Public Health and Disease Prevention, R Programming, Public Health, Predictive Modeling, Model Evaluation, R (Software), Model Optimization, Differential Equations, Data Modeling, Immunology, Regression Analysis, Statistical Methods, Probability Distribution
★ 4.8 (305) · Intermediate · Specialization · 1 - 3 Months

Duke University
Skills you'll gain: Responsible AI, Data Ethics, Experience Design, User Experience Design, Human Centered Design, Human Factors, Decision Intelligence, Information Privacy, Design Thinking, Machine Learning, Ethical Standards And Conduct, Law, Regulation, and Compliance, Automation
★ 4.7 (250) · Beginner · Course · 1 - 4 Weeks