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.
Duke University
Skills you'll gain: Financial Statement Analysis, Financial Statements, Return On Investment, Risk Management, Balance Sheet, Accounts Receivable, Business Risk Management, Credit Risk, Income Statement, Financial Acumen, Operational Risk, Resource Allocation, Proposal Development, Cash Management, Capital Budgeting, Cash Flows, Financial Analysis, Strategic Decision-Making, Operational Efficiency, Stakeholder Communications
Beginner · Specialization · 3 - 6 Months

University of Houston
Skills you'll gain: Probability & Statistics, Statistical Methods, Statistics, Microsoft Excel, Predictive Analytics, Game Theory, Spreadsheet Software, Predictive Modeling, Excel Formulas, Pivot Tables And Charts, Regression Analysis, Statistical Analysis, Performance Analysis, Advanced Analytics, Data-Driven Decision-Making, Analytics, Data Analysis Software, Business Mathematics, Forecasting, Probability
Beginner · Course · 1 - 3 Months

University of Illinois Urbana-Champaign
Skills you'll gain: Influencing, Negotiation, Leadership, Conflict Management, Persuasive Communication, Leadership Development, Professional Development, Business Leadership, Communication, Initiative and Leadership, Empowerment, Personal Development, Leadership and Management, Cooperation, Communication Strategies, Team Building, Constructive Feedback, Decision Making, Ethical Standards And Conduct
Beginner · Course · 1 - 3 Months

Saïd Business School, University of Oxford
Skills you'll gain: Prompt Engineering, Retrieval-Augmented Generation, Generative AI, Agentic systems, OpenAI, ChatGPT, AI Workflows, AI Product Strategy, Large Language Modeling, Artificial Intelligence, Model Evaluation, Responsible AI, AI Security, Decision Making
Beginner · Course · 1 - 3 Months

Microsoft
Skills you'll gain: Microsoft Copilot, Programming Principles, Full-Stack Web Development, GitHub, Version Control, Program Development, Debugging, Computational Thinking, Git (Version Control System), Computer Programming, Algorithms, Web Development, C# (Programming Language), Back-End Web Development
Beginner · Course · 1 - 3 Months
University of Pennsylvania
Skills you'll gain: Social Determinants Of Health, Health Policy, Program Evaluation, Lean Methodologies, Health Care Administration, Performance Measurement, Behavioral Economics, Operational Efficiency, Health Systems, Health Care, Value-Based Care, Innovation, Key Performance Indicators (KPIs), Operational Analysis, Scientific Methods, Decision Making
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: User Feedback, Customer Service, Customer experience strategy (CX), Customer Engagement, Customer Insights, Customer Analysis, Communication, Continuous Improvement Process, Case Studies, Culture Transformation, Focus Group, Data-Driven Decision-Making, Social Media
Beginner · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Marketing Analytics, A/B Testing, Customer Analysis, Regression Analysis, Advanced Analytics, Marketing Strategies, Analytics, Marketing, Customer Insights, Predictive Modeling, Data Analysis, Statistical Analysis, Predictive Analytics, Data-Driven Decision-Making, Consumer Behaviour, Social Network Analysis, Marketing Strategy and Techniques, Digital Marketing, Machine Learning, Generative AI
Build toward a degree
Intermediate · Course · 1 - 4 Weeks
University of Michigan
Skills you'll gain: Scikit Learn (Machine Learning Library), Supervised Learning, Applied Machine Learning, Model Evaluation, Predictive Analytics, Feature Engineering, Classification And Regression Tree (CART), Machine Learning Algorithms, Predictive Modeling, Analytics, Decision Tree Learning, Machine Learning, Logistic Regression, Data Analysis, Classification Algorithms, Data Preprocessing, Python Programming
Intermediate · Course · 1 - 4 Weeks
Illinois Tech
Skills you'll gain: Product Lifecycle Management, Market Dynamics, Supply And Demand, Game Theory, Business Strategy, Competitive Analysis, Business Economics, Strategic Thinking, Cost Reduction, Economics, Market Trend, Strategic Decision-Making, Global Marketing, Price Negotiation, Innovation, Market Analysis, Market Opportunities, Strategic Planning, Team Leadership, Adaptability
Build toward a degree
Beginner · Specialization · 3 - 6 Months
Deep Teaching Solutions
Skills you'll gain: Logical Reasoning, Mental Concentration, Behavioral Economics, Innovation, Social Sciences, Artificial Intelligence, Persuasive Communication, Self-Awareness, Verbal Communication Skills, Scientific Methods
Beginner · Specialization · 1 - 3 Months

Fractal Analytics
Skills you'll gain: Human Centered Design, Problem Solving, Critical Thinking, Analytical Skills, Data Science, Complex Problem Solving, Decision Making, Data Analysis
Beginner · Course · 1 - 4 Weeks