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.

Arizona State University
Skills you'll gain: Decision Making, Public Speaking, Problem Solving, Positivity, Lecturing, Presentations, Storytelling, Optimism, Communication, Strategic Decision-Making, Verbal Communication Skills, Complex Problem Solving, Critical Thinking and Problem Solving, Communication Strategies, Creative Problem-Solving, Empowerment, Brainstorming, Growth Mindedness, Root Cause Analysis, Independent Thinking
Beginner · Specialization · 3 - 6 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Business Analysis, Analytics, Data Preprocessing, Data Analysis, Data-Driven Decision-Making, Data Presentation, Python Programming
Build toward a degree
Beginner · Course · 1 - 4 Weeks

Erasmus University Rotterdam
Skills you'll gain: Consumer Behaviour, Market Dynamics, Financial Market, Economics, Market Analysis, Tax, Economics, Policy, and Social Studies, Public Policies, Environmental Issue, Socioeconomics, Sustainable Development, Supply And Demand, Behavioral Economics, Decision Making
Beginner · Course · 1 - 3 Months

University of California, Irvine
Skills you'll gain: Supply Chain Planning, Demand Planning, Customer Demand Planning, Inventory Control, Inventory Management, Supply Chain Management, Supply Chain, Inventory Accounting, Capacity Planning, Production Planning, Materials Management, Inventory Management System, Process Optimization, Forecasting, Operations Management, Operations Research, Resource Allocation, Capacity Management, Microsoft Excel, Performance Measurement
Intermediate · Specialization · 1 - 3 Months

The Chinese University of Hong Kong
Skills you'll gain: Mathematical Modeling, Problem Solving, Enterprise Modeling, Graph Theory, Decision Support Systems, Computational Thinking, Data Modeling, Model Evaluation
Intermediate · Course · 1 - 4 Weeks
Duke University
Skills you'll gain: Financial Statement Analysis, Financial Statements, Return On Investment, Risk Management, Balance Sheet, Accounts Receivable, Business Risk Management, Credit Risk, Income Statement, Financial Acumen, Operational Risk, Resource Allocation, Proposal Development, Cash Management, Capital Budgeting, Cash Flows, Financial Analysis, Strategic Decision-Making, Operational Efficiency, Stakeholder Communications
Beginner · Specialization · 3 - 6 Months

Universidad Austral
Skills you'll gain: Operating Cost, Cost Accounting, Cost Management, Cost Estimation, Management Accounting, Profit and Loss (P&L) Management, Financial Analysis, Case Studies, Product Strategy, Decision Making
Beginner · Course · 1 - 4 Weeks

Rutgers the State University of New Jersey
Skills you'll gain: Supply Chain Management, Strategic Decision-Making, Working Capital, Data Analysis, Operational Efficiency, Performance Measurement, Job Analysis, Case Studies, Financial Analysis
Beginner · Course · 1 - 4 Weeks

Politecnico di Milano
Skills you'll gain: Financial Statements, Financial Statement Analysis, Accounting, Financial Reporting, Management Accounting, Financial Accounting, Financial Analysis, Balance Sheet, Capital Budgeting, Cost Accounting, Income Statement, Profit and Loss (P&L) Management, Cost Management, Operating Cost, Cash Flows, Capital Expenditure, Decision Making
Beginner · Course · 1 - 3 Months

Wesleyan University
Skills you'll gain: Classification And Regression Tree (CART), Decision Tree Learning, Model Evaluation, Random Forest Algorithm, Applied Machine Learning, Predictive Analytics, Unsupervised Learning, Machine Learning Algorithms, Machine Learning, Data Analysis, Data Mining, Feature Engineering, Exploratory Data Analysis, Regression Analysis, Statistical Analysis, Python Programming
Mixed · Course · 1 - 4 Weeks

Lund University
Skills you'll gain: Business Modeling, Digital Transformation, Innovation, Business Process, Software Development, Network Analysis, Business Strategy, E-Commerce, Strategic Thinking, Value Propositions, Apple iOS, Decision Making, Case Studies, Amazon Web Services
Beginner · Course · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Accrual Accounting, Financial Reporting, Financial Accounting, Balance Sheet, Revenue Recognition, Inventory Accounting, Income Statement, Cash Management, Accounts Receivable, Financial Statement Analysis, Generally Accepted Accounting Principles (GAAP), Contract Accounting, Depreciation, Accounting, Cash Flows, Financial Statements, Peer Review, General Accounting, Tax Management, International Financial Reporting Standards
Build toward a degree
Intermediate · Specialization · 3 - 6 Months