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.

Microsoft
Skills you'll gain: Program Management, Return On Investment, Project Portfolio Management, Organizational Strategy, Project Management, Project Management Life Cycle, Leadership and Management, Benefits Administration, Process Improvement, Strategic Decision-Making, Goal Setting
Beginner · Course · 1 - 4 Weeks

University of Pennsylvania
Skills you'll gain: Organizational Skills, Student Support and Services, Higher Education, Planning, Prioritization, Self-Awareness, Decision Making, Personal Development, Resourcefulness, Goal Setting, Research
Beginner · Course · 1 - 3 Months

Institut Mines-Télécom
Skills you'll gain: Decision Making, Strategic Decision-Making, Risk Management, Project Risk Management, Performance Measurement, Business Metrics, Project Management, Project Planning, Change Control, Innovation, Business Strategy
Beginner · Course · 3 - 6 Months

Technical University of Munich (TUM)
Skills you'll gain: Control Systems, Structural Engineering, Digital Transformation, Engineering Analysis, Communication Systems, Mathematical Modeling, Engineering Design Process, Simulation and Simulation Software, Technology Strategies
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Large Language Modeling, Natural Language Processing, LLM Application, Generative AI Agents, Prompt Engineering, Test Case, Agentic systems, User Interface (UI), Artificial Intelligence and Machine Learning (AI/ML), Performance Testing, Debugging, Applied Machine Learning, Artificial Intelligence, Machine Learning Algorithms, Classification Algorithms, Decision Support Systems, Model Evaluation, Performance Tuning
Intermediate · Course · 1 - 3 Months

University of Michigan
Skills you'll gain: Loans, Finance, Mortgage Loans, Financial Modeling, Financial Management, Financial Planning, Microsoft Excel, Financial Analysis, Complex Problem Solving, Spreadsheet Software
Intermediate · Course · 1 - 4 Weeks

Princeton University
Skills you'll gain: Data Structures, Algorithms, Theoretical Computer Science, Java, Computer Programming, Computational Thinking, Graph Theory, Performance Testing
Intermediate · Course · 3 - 6 Months

Microsoft
Skills you'll gain: Web Scraping, Git (Version Control System), Scripting, Version Control, Test Automation, Email Automation, Software Testing, Cloud API, Automation, Restful API, Application Programming Interface (API), Python Programming, File I/O, Productivity, File Management
Beginner · Course · 1 - 3 Months

Starweaver
Skills you'll gain: Financial Statement Analysis, Financial Statements, Financial Analysis, Credit Risk, Lending and Underwriting, Risk Analysis, Loans, Analysis, Financial Market, Asset Management
Beginner · Course · 1 - 4 Weeks

Fundação Instituto de Administração
Skills you'll gain: Customer Relationship Management, Customer Data Management, Big Data, Data Mining, Data-Driven Decision-Making, Predictive Analytics, Sales Management, Ggplot2, Data Visualization Software, Plot (Graphics), Data Modeling, R Programming, Customer Insights, Customer Acquisition Management, Analytics, Customer experience strategy (CX), Customer Retention, Data Manipulation, Applied Machine Learning, Machine Learning Algorithms
Beginner · Specialization · 1 - 3 Months

University of Copenhagen
Skills you'll gain: Demography, Social Sciences, Cultural Diversity, Political Sciences, International Relations, Sociology, World History, Governance, Socioeconomics, Policy Analysis, Economic Development, Economics, Education and Training
Beginner · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Accountability, Executive Presence, Decision Making, Conflict Management, Business Ethics, Succession Planning, Technical Management, Risk Management, Team Management, Organizational Structure, Stakeholder Management, Diversity and Inclusion, Delegation Skills, Professional Networking, Strategic Leadership, Relationship Building, Culture Transformation, Business Strategy, Organizational Leadership, Leadership
Build toward a degree
Beginner · Specialization · 3 - 6 Months