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.

Fred Hutchinson Cancer Center
Skills you'll gain: Responsible AI, Artificial Intelligence, AI Product Strategy, Leadership, Ethical Standards And Conduct, Algorithms, Generative AI, Decision Making, Human Machine Interfaces, Technology Solutions, Data Processing
Beginner · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: Financial Acumen, Financial Analysis, Operational Efficiency, Business Acumen, Business, Finance, Business Strategies, Business Metrics, Financial Management, Business Strategy, Strategic Decision-Making, Performance Analysis
Beginner · Course · 1 - 4 Weeks

Simplilearn
Skills you'll gain: Business Analysis, Project Management, Risk Management, Project Planning, Data Visualization, Agile Project Management, Microsoft Excel, Cost Management, Business Systems Analysis, Project Management Office (PMO), Stakeholder Engagement, Excel Formulas, Scope Management, Pivot Tables And Charts, Dashboard, Business Analytics, Stakeholder Management, Business Requirements, Data Analysis, Data Validation
Beginner · Specialization · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Unsupervised Learning, Regression Analysis, Dimensionality Reduction, Data Analysis, Anomaly Detection, Supervised Learning, Machine Learning, Analytics, Predictive Modeling, Statistical Analysis, Applied Machine Learning, Statistical Modeling, Scikit Learn (Machine Learning Library), Classification And Regression Tree (CART), Data Mining, Machine Learning Algorithms, Exploratory Data Analysis, Feature Engineering, Machine Learning Methods, Data Science
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Data Storytelling, Marketing Effectiveness, Marketing Analytics, Market Analysis, Advertising Campaigns, Marketing Strategies, Performance Reporting, Return On Investment, Performance Measurement, Data-Driven Decision-Making, Data Visualization Software, Data Ethics, Marketing Channel, Smart Goals, Key Performance Indicators (KPIs), Data Quality
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Professional Networking, Self-Awareness, Personal Development, Professional Development, Interviewing Skills, Growth Mindedness, Resilience, Adaptability, Goal Setting, Community Development, Decision Making, Planning, Entrepreneurship
Beginner · Course · 1 - 3 Months

Skills you'll gain: Accountability, Employee Performance Management, Goal Setting, Performance Management, Professional Development, Constructive Feedback, Leadership, Productivity, Personal Development, Employee Engagement, Proactivity, Communication, Assertiveness
Beginner · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Game Theory, Human Development, Behavioral Economics, Artificial Intelligence, Systems Thinking, Psychology, Human Factors, Simulations, Anthropology, Mathematical Modeling, Sociology
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Object Oriented Programming (OOP), Data Structures, Python Programming, Data Manipulation, Programming Principles, Computer Programming, Software Installation, Development Environment, Jupyter, Integrated Development Environments
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Git (Version Control System), Version Control, Software Versioning, Software Development Tools, Software Configuration Management, Project Management
Beginner · Guided Project · Less Than 2 Hours
University of Illinois Urbana-Champaign
Skills you'll gain: Business Analytics, Business Analysis, Business Strategy, Accounting, Organizational Structure, Organizational Strategy, Strategic Communication, Business Communication, Marketing, Financial Accounting, Marketing Strategies, Innovation, Product Lifecycle Management
Beginner · Course · 1 - 3 Months

University of Glasgow
Skills you'll gain: Data Literacy, Data-Driven Decision-Making, Strategic Decision-Making, Leadership, Business Leadership, Leadership Development, Leadership and Management, Organizational Change, Big Data, Data Management, Analytical Skills, Agile Methodology
Intermediate · Course · 1 - 4 Weeks