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 Analysis, Statistical Reporting, Data Cleansing, Data Wrangling, Microsoft Excel, Data Analysis Software, Data Manipulation, Data Preprocessing, Data Quality, Excel Formulas
★ 4.4 (62) · Intermediate · Guided Project · Less Than 2 Hours
University of Illinois Urbana-Champaign
Skills you'll gain: Anomaly Detection, Feature Engineering, Data Ethics, Machine Learning Algorithms, Machine Learning Methods, Classification Algorithms, Responsible AI, Machine Learning, Statistical Machine Learning, Applied Machine Learning, Supervised Learning, Unsupervised Learning, Scikit Learn (Machine Learning Library), Model Evaluation, Model Training, Machine Learning Software, Decision Tree Learning, Model Optimization, Regression Analysis
★ 4.5 (11) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Earned Value Management, Workflow Management, Business Process Automation, Change Management, Project Management, Project Controls, Performance Measurement, Automation, Predictive Modeling, AI Enablement, Strategic Communication, Data-Driven Decision-Making, Risk Analysis, Process Improvement and Optimization, Process Optimization, Analytics, Cloud-Based Integration, Generative AI, Systems Integration, Machine Learning
★ 4.4 (37) · Advanced · Specialization · 3 - 6 Months

University of Copenhagen
Skills you'll gain: Sustainable Development, Public Health, Health Disparities, Community Health, Health Equity, Public Works, Health Policy, Health Promotion, Social Determinants Of Health, Community Development, Sustainable Design, Gerontology, Landscape Architecture, Sanitation, Climate Change Adaptation, Demography, Environmental Issue, Pollution Prevention
★ 4.8 (173) · Mixed · Course · 1 - 3 Months

Deep Teaching Solutions
Skills you'll gain: Deductive Reasoning, Logical Reasoning, Critical Thinking and Problem Solving, Critical Thinking, Creative Problem-Solving, Problem Solving, Analytical Skills, Creative Thinking, Innovation, Decision Making, Analysis, Persuasive Communication, Verbal Communication Skills, Psychology
★ 4.8 (43) · Beginner · Course · 1 - 4 Weeks
University of Rochester
Skills you'll gain: Supply And Demand, Market Dynamics, Economics, Consumer Behaviour, Economics, Policy, and Social Studies, Resource Allocation, Market Analysis, Policy Analysis, Public Policies, Decision Making, Investment Management
★ 4.6 (276) · Beginner · Course · 1 - 4 Weeks

University of London
Skills you'll gain: Business Strategy, Competitive Analysis, Business Strategies, Market Analysis, Strategic Thinking, Business Analysis, Product Strategy, Analysis, Product Lifecycle Management, Market Share, Business Management, Corporate Strategy, Strategic Decision-Making, Organizational Strategy, Growth Strategies, Case Studies, Cultural Diversity, Culture
★ 4.8 (399) · Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Quality Management, Culture Transformation, Quality Improvement, Quality Management Systems, Continuous Improvement Process, Quality Assessment, Organizational Development, Operational Excellence, Quality Assurance, Process Improvement, Cost Management, Quality Control, Organizational Change, Customer experience improvement, Team Oriented, Organizational Effectiveness, Decision Making, Culture
★ 4.4 (26) · Mixed · Course · 1 - 4 Weeks

Dartmouth College
Skills you'll gain: Digital Transformation, Customer experience strategy (CX), Data Strategy, Business Transformation, Data-Driven Decision-Making, Analytics, Data Literacy, Business Analytics, Internet Of Things, Cloud Computing, Scalability, Automation, Business Modeling, Technology Strategies, Strategic Decision-Making, Data Analysis, Innovation, Organizational Leadership, Business Metrics, AI Workflows
★ 4.7 (27) · Beginner · Specialization · 3 - 6 Months

IIMA - IIM Ahmedabad
Skills you'll gain: Digital Transformation, Innovation, AI Enablement, Business Transformation, Organizational Strategy, Artificial Intelligence, Organizational Development, digital literacy, Technology Strategies, AI literacy, Computational Thinking, Decision Making, Empathy & Emotional Intelligence
★ 4.9 (42) · Beginner · Course · 1 - 3 Months

Universidade Estadual de Campinas
Skills you'll gain: Logical Reasoning, Deductive Reasoning, Motion Arguments, Decision Intelligence, Persuasive Communication, Legal Hearings, Media and Communications, Appeals, Probability & Statistics, Correlation Analysis
★ 4.7 (165) · Beginner · Course · 1 - 3 Months

Institute for the Future
Skills you'll gain: Visionary, Proactivity, Strategic Planning, Action Oriented, Community Organizing, Planning, Strategic Thinking, Optimism, Social Impact, Creative Thinking, Innovation, Culture, Persuasive Communication, Creativity, Goal Setting, Leadership, Storytelling
★ 4.8 (292) · Beginner · Course · 1 - 3 Months