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.

University of Colorado Boulder
Skills you'll gain: Dimensionality Reduction, Classification Algorithms, Matplotlib, Machine Learning Algorithms, Unsupervised Learning, Regression Analysis, Applied Machine Learning, Pandas (Python Package), Statistical Analysis, Data Visualization, Machine Learning, Environmental Policy, Data Science, Climate Change Mitigation, Data Analysis, Supervised Learning, Decision Tree Learning, International Relations, Policy Analysis, Energy and Utilities
Intermediate · Specialization · 1 - 3 Months

Universiteit Leiden
Skills you'll gain: Value-Based Care, Health Care Administration, Behavioral Economics, Health Systems, Payment Systems, Health Policy, Performance Measurement, Benchmarking, Risk Management, Cost Reduction, Accountability, Decision Making, Critical Thinking
Beginner · Course · 1 - 3 Months

Fundação Instituto de Administração
Skills you'll gain: Innovation, Project Risk Management, Risk Management, New Product Development, Organizational Strategy, Product Development, Project Management, Project Portfolio Management, Strategic Partnership, Product Improvement, Portfolio Management, Decision Making
Build toward a degree
Mixed · Course · 1 - 4 Weeks

Corporate Finance Institute
Skills you'll gain: Classification Algorithms, Data Preprocessing, Feature Engineering, Model Evaluation, Data Import/Export, Matplotlib, Data Science, Regression Analysis, Financial Data, Data Analysis, Exploratory Data Analysis, Business Analytics, Data Cleansing, Pandas (Python Package), Machine Learning Algorithms, Statistical Visualization, Financial Analysis, Statistical Modeling, Statistical Analysis, Predictive Analytics
Advanced · Specialization · 3 - 6 Months
Skills you'll gain: Data Ethics, Responsible AI, Regulatory Compliance, Business Ethics, Compliance Management, AI Enablement, Applied Machine Learning, Project Implementation, AI Product Strategy, Business Solutions, Solution Design, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning, Model Evaluation, MLOps (Machine Learning Operations), Data-Driven Decision-Making, Machine Learning Algorithms
Intermediate · Course · 1 - 4 Weeks

Illinois Tech
Skills you'll gain: Database Design, Relational Databases, Database Management, Database Theory, Databases, SQL, Database Development, MySQL, Database Systems, Transaction Processing, Data Integrity, Database Management Systems, Stored Procedure, Data Modeling, Unified Modeling Language, Query Languages, Data Manipulation, Java, Diagram Design, Application Development
Build toward a degree
Beginner · Specialization · 3 - 6 Months

University of Michigan
Skills you'll gain: Influencing, Professional Networking, Persuasive Communication, Leadership, Relationship Building, Stakeholder Analysis, Communication, Organizational Leadership, Decision Making, Business Ethics
Mixed · Course · 1 - 4 Weeks

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

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