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.

Skills you'll gain: Data Storytelling, Data Presentation, Conversion Funnel Analysis, Strategic Prioritization, Web Analytics, Product Roadmaps, Business Analytics, Analytics, Predictive Modeling, Prioritization, Customer Analysis, Root Cause Analysis, Performance Analysis, Forecasting, User Flows, Performance Metric, Customer Retention, Data Capture, Resource Allocation, Statistical Methods
Intermediate · Course · 3 - 6 Months

University at Buffalo
Skills you'll gain: Data Literacy, Data Ethics, Data-Driven Decision-Making, Analytics, Root Cause Analysis, Lean Methodologies, Six Sigma Methodology, Data Analysis, Operational Excellence, Case Studies, Lean Six Sigma, ISO 9000 Series, Lean Manufacturing, Quality Improvement, Process Improvement, Decision Making, Quality Management Systems, Data Security, Internet Of Things
Beginner · Course · 1 - 4 Weeks
University of Glasgow
Skills you'll gain: Model Evaluation, Data Ethics, Federated Learning, Responsible AI, AI Security, Medical Privacy, Decision Intelligence, Machine Learning, Statistical Machine Learning, Decision Support Systems, Machine Learning Methods, Predictive Modeling, Healthcare Ethics, Information Privacy, Health Equity, Deep Learning, Data Loss Prevention, Human Centered Design
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Model Deployment, Decision Tree Learning, Applied Machine Learning, Predictive Modeling, Machine Learning Software, Microsoft Azure, No-Code Development, Machine Learning, Data Preprocessing, Predictive Analytics, Model Training, Cloud Deployment, Feature Engineering, Machine Learning Algorithms, Model Evaluation, Data Science, Data Analysis, Classification Algorithms
Beginner · Guided Project · Less Than 2 Hours

University of Glasgow
Skills you'll gain: Data Literacy, Case Studies, Data-Driven Decision-Making, Strategic Decision-Making, Decision Making, Data Quality, Crisis Management, Leadership, Data Strategy, Strategic Leadership, Leadership Development, Data Validation, Data Management, Leadership and Management, Analytical Skills, Digital Transformation, Agile Methodology
Intermediate · Course · 1 - 4 Weeks

O.P. Jindal Global University
Skills you'll gain: Machine Learning Methods, Network Model, Operations Research, Mathematical Modeling, Microsoft Excel, Business Analytics, Applied Machine Learning, Classification Algorithms, Analytics, Analytical Skills, Data-Driven Decision-Making, Predictive Modeling, Spreadsheet Software, Team Building, Model Evaluation, Model Optimization, Case Studies
Build toward a degree
Beginner · Course · 3 - 6 Months

Sage Publications
Skills you'll gain: Statistical Analysis, People Analytics, Marketing Analytics, Data Ethics, Business Analytics, Data Analysis, Statistical Methods, Analytical Skills, Data Storytelling, Analysis, General Data Protection Regulation (GDPR), Statistics, Operational Analysis, Data Literacy, Data-Driven Decision-Making, Financial Analysis, Business Strategy, Data Management, Organizational Strategy, Data Collection
Beginner · Course · 1 - 3 Months

Skills you'll gain: Analytical Skills, Data Literacy
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: User Requirements Documents, Technology Strategies, Technology Solutions, Requirements Elicitation, Requirements Analysis, Agile Product Development, Agile Methodology, Business Requirements, Decision Making, Business Priorities, Business Analysis, Cross-Functional Team Leadership, Request for Proposal, Vendor Management, Team Management, Vendor Relationship Management, Strategic Prioritization, Stakeholder Engagement, Program Evaluation, Leadership
Intermediate · Course · 3 - 6 Months

University of Maryland, College Park
Skills you'll gain: Data-Driven Decision-Making, Data Literacy, Business Transformation, Digital Transformation, Business Analytics, Strategic Decision-Making, Decision Intelligence, Analytics, Microsoft Power Platform, Data Quality, AI Enablement, Big Data, Strategic Leadership, Advanced Analytics, Business Modeling, Artificial Intelligence, Competitive Analysis, Employee Engagement, Strategic Communication, Deep Learning
Beginner · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Reinforcement Learning, Data-Driven Decision-Making, Markov Model, Data Analysis, Time Series Analysis and Forecasting, Bayesian Statistics, Decision Making, Statistical Methods, Anomaly Detection, Probability Distribution, Statistical Analysis, Sampling (Statistics), Model Optimization, Clinical Trials
Intermediate · Course · 1 - 3 Months

Arizona State University
Skills you'll gain: Decision Making, Strategic Decision-Making, Business Ethics, Ethical Standards And Conduct, Risk Analysis, Teamwork, Strategic Thinking, Professionalism, Risk Management, Collaboration, Leadership, Team Collaboration, Continuous Improvement Process, Lifelong Learning, Logical Reasoning
Beginner · Course · 1 - 4 Weeks