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 Illinois Urbana-Champaign
Skills you'll gain: Business Strategy, Organizational Strategy, Strategic Leadership, Strategic Thinking, Business Modeling, Strategic Decision-Making, Competitive Analysis, Value Propositions, Market Analysis, Innovation, Analysis
Build toward a degree
Intermediate · Course · 1 - 3 Months

University of California, Irvine
Skills you'll gain: Time Management, Planning, Delegation Skills, Resource Management, Expectation Management, Organizational Skills, Productivity, Personal Development, Prioritization, Overcoming Obstacles, Goal Setting, Decision Making, Sales
Mixed · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Financial Statements, Financial Statement Analysis, Financial Forecasting, Financial Accounting, Variance Analysis, Financial Analysis, Income Statement, Balance Sheet, Performance Measurement, Management Accounting, Return On Investment, Revenue Forecasting, Financial Management, Profit and Loss (P&L) Management, Cost Management, Financial Data, Budgeting, Finance, Accounting, Cash Flows
Beginner · Specialization · 1 - 3 Months
Universidade de São Paulo
Skills you'll gain: Talent Management, Team Management, Product Development, Decision Making, Agile Product Development, Business Process, Operational Analysis, Strategic Prioritization, Leadership, Business Strategy, Culture Transformation, Prioritization, Scalability, Employee Engagement
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Supervised Learning, Model Evaluation, Classification Algorithms, Applied Machine Learning, Matlab, Regression Analysis, Data Preprocessing, Predictive Modeling, Machine Learning, Feature Engineering, Decision Tree Learning, Logistic Regression, Data Cleansing
Beginner · Course · 1 - 4 Weeks

Universidade de São Paulo
Skills you'll gain: Economics, Financial Policy, Financial Market, International Finance, Economics, Policy, and Social Studies, Capital Markets, Tax, Fiscal Management, Investments, Market Dynamics, Supply And Demand, Consumer Behaviour, Decision Making, Expectation Management
Intermediate · Course · 1 - 3 Months

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

IESE Business School
Skills you'll gain: Corporate Finance, Financial Management, Financial Modeling, Financial Analysis, Capital Budgeting, Portfolio Management, Investments, Return On Investment, Cost Estimation, Portfolio Risk, Business Valuation, Capital Markets, Risk Management, Correlation Analysis
Beginner · Course · 1 - 3 Months

Universiteit Leiden
Skills you'll gain: Risk Management, Business Risk Management, Operational Risk, Risk Analysis, Safety and Security, Environmental Issue, Cyber Security Strategy, Decision Making, Public Health
Beginner · Course · 1 - 3 Months

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