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.

Coursera
Skills you'll gain: Generative AI, Responsible AI, Financial Data, Complex Problem Solving, Microsoft Copilot, ChatGPT, Data-Driven Decision-Making, Data Analysis, Financial Analysis, Business Ethics, Data Visualization Software
Beginner · Course · 1 - 4 Weeks

National Taiwan University
Skills you'll gain: Supply Chain Management, Game Theory, Economics, Business Research, Forecasting, Competitive Analysis, Business Analysis, Business Strategy, Business Modeling, Decision Making
Intermediate · Course · 1 - 3 Months

University of Pittsburgh
Skills you'll gain: NumPy, Matplotlib, Linear Algebra, Pandas (Python Package), Data Manipulation, Applied Mathematics, Data Visualization, Python Programming, Data Analysis, Data Science, Regression Analysis, Data Visualization Software, Mathematics and Mathematical Modeling, Probability & Statistics, Statistics, Numerical Analysis, Mathematical Modeling, Machine Learning, Computational Logic, Logical Reasoning
Build toward a degree
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Process Mapping, Six Sigma Methodology, Lean Six Sigma, Quality Improvement, Organizational Change, Lean Methodologies, Statistical Hypothesis Testing, Quality Management, Organizational Leadership, Process Analysis, Correlation Analysis, Project Scoping, Data-Driven Decision-Making, Root Cause Analysis, Statistical Analysis, Process Improvement, Business Process, Continuous Improvement Process, Sampling (Statistics), Statistical Methods
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Package and Software Management, User Accounts, Unix Commands, Unix, Bash (Scripting Language), Command-Line Interface, Kubernetes, Git (Version Control System), GitHub, OS Process Management, Firewall, Ubuntu, Docker (Software), Containerization, Network Monitoring, Unix Shell, File Systems, Shell Script, TCP/IP, Version Control
Beginner · Specialization · 3 - 6 Months

Fundação Instituto de Administração
Skills you'll gain: Innovation, Strategic Decision-Making, Competitive Analysis, Ideation, Entrepreneurship, Organizational Strategy, Business Strategy, Plan Execution, Strategic Thinking, Project Risk Management, Sustainable Business, Corporate Strategy, Risk Management, Value Propositions, New Product Development, Presentations, Business Management, Business Strategies, Entrepreneurial Finance, Business Risk Management
Beginner · Specialization · 3 - 6 Months

University of Illinois Urbana-Champaign
Skills you'll gain: Land Management, Legal Risk, Financial Analysis, Decision Making, Sustainability Standards, Risk Management, Business Risk Management, Policty Analysis, Research, and Development, Environment and Resource Management, Production Process, Cash Flows
Intermediate · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: Environmental Social And Corporate Governance (ESG), Strategic Prioritization, Prioritization, Corporate Sustainability, Sustainable Business, Needs Assessment, Key Performance Indicators (KPIs), Stakeholder Engagement, Organizational Strategy, Strategic Planning, Strategic Decision-Making, Professional Networking
Beginner · Course · 1 - 4 Weeks

National Academy of Sports Medicine
Skills you'll gain: Exercise Science, Physiology, Sports Medicine, Decision Making, Nutrition and Diet, Pharmacology
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Transformation, Power BI, Data-Driven Decision-Making, Data Integration, Data Cleansing, Data Wrangling, Extract, Transform, Load, Data Preprocessing, Data Modeling, Business Intelligence, Data Visualization Software, Data Quality, Data Analysis
Intermediate · Course · 1 - 4 Weeks

National Academy of Sports Medicine
Skills you'll gain: Nutrition Education, Nutrition and Diet, Mindfulness, Self-Awareness, Decision Making, Stress Management, Mental Health
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Storytelling, Customer Analysis, Data Integration, Interactive Data Visualization, Dashboard, Data Visualization, Data Analysis, Customer Insights, Data-Driven Decision-Making, Data Analysis Software, Exploratory Data Analysis, Presentations, Analytics, Technical Communication, Data Visualization Software, Data Import/Export
Intermediate · Guided Project · Less Than 2 Hours