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 Leeds
Skills you'll gain: Data Ethics, Ethical Standards And Conduct, Data-Driven Decision-Making, Responsible AI, Risking, Analytical Skills, Research Methodologies
Intermediate · Course · 1 - 4 Weeks

Illinois Tech
Skills you'll gain: Game Theory, Market Dynamics, Business Economics, Strategic Decision-Making, Strategic Thinking, Business Strategy, Supply And Demand, Revenue Management, Economics, Customer Analysis, Market Analysis, Competitive Analysis, Consumer Behaviour, Profit and Loss (P&L) Management, Policy Analysis
★ 4.5 (51) · Intermediate · Course · 1 - 3 Months

Skills you'll gain: Geographic Information Systems, Geospatial Information and Technology, GIS Software, Geospatial Mapping, Spatial Data Analysis, Spatial Analysis, Global Positioning Systems, Data Analysis, Data Integration, Decision Support Systems
★ 4.7 (25) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Cost Benefit Analysis, Business Planning, Performance Measurement, Financial Analysis, Analysis, Resource Allocation
Beginner · Course · 1 - 3 Months

University of Michigan
Skills you'll gain: Statistical Analysis, Policty Analysis, Research, and Development, Program Evaluation, Policy Analysis, Data Analysis, Statistical Methods, Public Policies, Statistical Hypothesis Testing, Statistical Programming, Analytics, Analytical Skills, Statistical Software, Forecasting, R Programming, Data-Driven Decision-Making, Research Design, Science and Research, Time Series Analysis and Forecasting, Ggplot2
★ 4.7 (49) · Intermediate · Course · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Management Accounting, Cost Accounting, Operating Cost, Operational Analysis, Business Metrics, Performance Measurement, Financial Accounting, Accounting, Operational Efficiency, Profit and Loss (P&L) Management, Cost Control, Strategic Decision-Making, Cost Management, Decision Making, Financial Analysis, Product Planning, Sales
★ 3.8 (188) · Beginner · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Management Accounting, Performance Measurement, Capacity Management, Cost Accounting, Organizational Strategy, Performance Analysis, Operational Analysis, Financial Accounting, Cost Control, Budget Management, Strategic Decision-Making, Internal Controls, Account Strategy, Accounting, Financial Controls, Management Reporting, Financial Data, Budgeting, Decision Making
★ 3.9 (118) · Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Courage, Ethical Standards And Conduct, Decision Making, Business Ethics, Leadership Studies, Professionalism, Engineering Management, Personal Integrity, Leadership
★ 4.8 (191) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: SQL, Data Presentation, Business Analysis, Data Analysis, Query Languages, Databases
★ 4.2 (47) · Beginner · Guided Project · Less Than 2 Hours

Alex Genadinik
Skills you'll gain: Decision Making, Strategic Decision-Making, Decisiveness, Logical Reasoning, Emotional Intelligence, Data-Driven Decision-Making, Strategic Thinking, Critical Thinking, Business Leadership, Analytical Skills, Case Studies, Microsoft Excel, Entrepreneurship, Business
Mixed · Course · 1 - 3 Months

Capitals Coalition
Skills you'll gain: Stakeholder Engagement, Sustainable Business, Corporate Sustainability, Business Risk Management, Stakeholder Management, Sustainable Development, Natural Resource Management, Environment and Resource Management, Sustainability Standards, Risk Analysis, Environmental Resource Management, Human Capital, Risk Management, Case Studies, Decision Making, Problem Solving, Business Communication, Project Scoping
★ 4.7 (53) · Beginner · Course · 1 - 4 Weeks

University of Pennsylvania
Skills you'll gain: Decision Making, Accountability Frameworks, Strategic Decision-Making, Risking, Accountability, Complex Problem Solving, Behavioral Economics, Business Ethics, Ethical Standards And Conduct, Psychology, Mitigation
Intermediate · Course · 1 - 4 Weeks