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.

Multiple educators
Skills you'll gain: Sustainable Business, Sustainability Reporting, Sustainable Design, Corporate Sustainability, Environmental Social And Corporate Governance (ESG), Sustainable Technologies, Sustainable Engineering, Sustainable Systems, Sustainable Development, Sustainability Standards, Business Reporting, Organizational Leadership, Annual Reports, Business Leadership, Supply Management, Waste Minimization, Energy and Utilities, Supply Chain Planning, Social Impact, Sustainable Architecture
Build toward a degree
Intermediate · Specialization · 3 - 6 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Anomaly Detection, Feature Engineering, Data Ethics, Machine Learning Algorithms, Classification Algorithms, Machine Learning, Statistical Machine Learning, Applied Machine Learning, Supervised Learning, Unsupervised Learning, Scikit Learn (Machine Learning Library), Model Evaluation, Data Preprocessing, Decision Tree Learning, Data Mining, Exploratory Data Analysis, Regression Analysis
Beginner · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Robotics, Data Mapping, Automation, Control Systems, Artificial Intelligence, Graph Theory, Planning, Simulation and Simulation Software, Engineering, Computer Science, Image Analysis, Digital Signal Processing, Algorithms, Simulations, Computer Programming, Virtual Environment, Torque (Physics), Data Structures, Linear Algebra, Design
Build toward a degree
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Stored Procedure, Database Design, Git (Version Control System), Database Development, MySQL, Databases, Database Application, Data Visualization Software, Version Control, SQL, Tableau Software, Data Modeling, Transaction Processing, Django (Web Framework), Project Management, Application Development, Python Programming
Intermediate · Course · 1 - 4 Weeks

Aptly
Skills you'll gain: Interviewing Skills, Professional Networking, LinkedIn, Goal Setting, Business Writing, Job Analysis, Applicant Tracking Systems, Compensation Analysis, Self-Awareness, Decision Making, Communication Strategies, Communication
Beginner · Course · 1 - 3 Months

Board Infinity
Skills you'll gain: Pivot Tables And Charts, Dashboard, Data Presentation, Data Visualization, Spreadsheet Software, Data Storytelling, Data Visualization Software, Excel Formulas, Data Analysis, Data-Driven Decision-Making, Data Cleansing, Data Validation
Beginner · Course · 1 - 3 Months

Microsoft
Skills you'll gain: Prompt Engineering, Microsoft Copilot, Responsible AI, Presentations, Microsoft Excel, Microsoft Outlook, Data Presentation, Microsoft PowerPoint, Microsoft Teams, Data Storytelling, Predictive Modeling, Email Automation, Data Visualization Software, Data Synthesis, Spreadsheet Software, Microsoft Word, Excel Formulas, Collaborative Software, Microsoft 365, Data Analysis
Beginner · Professional Certificate · 3 - 6 Months

Skills you'll gain: Cross-Channel Marketing, Content Marketing, Marketing Analytics, Data Ethics, Data-Driven Decision-Making, Marketing Strategies, Personalized Service, MarTech, Content Strategy, Adobe Express, AI Personalization, Advertising Campaigns, Social Media Campaigns, Driving engagement, Social Media, Emerging Technologies, Market Research, Key Performance Indicators (KPIs), Trend Analysis
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Storytelling, Data Presentation, Data-Driven Decision-Making, Data Visualization, Interactive Data Visualization, Dashboard, Data Visualization Software, Tableau Software, Data Analysis, Exploratory Data Analysis
Intermediate · Guided Project · Less Than 2 Hours

Board Infinity
Skills you'll gain: Talent Acquisition, Leadership Development, Diversity Equity and Inclusion Initiatives, HR Tech, Human Resource Strategy, Workplace inclusivity, Recruitment, Strategic Leadership, Human Resources Information System (HRIS), Cultural Diversity, Organizational Effectiveness, Team Building, Decision Making, Employee Onboarding, Innovation, Change Management
Intermediate · Course · 1 - 4 Weeks

Banco Interamericano de Desarrollo
Skills you'll gain: Project Risk Management, Risk Management, Risk Analysis, Risk Mitigation, Continuous Monitoring, Project Management, Project Planning, Decision Making, Stakeholder Communications, Prioritization
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