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: Management Accounting, Cost Accounting, Operating Cost, Operational Analysis, Performance Measurement, Financial Accounting, Accounting, Profit and Loss (P&L) Management, Cost Control, Strategic Decision-Making, Cost Estimation, Cost Management, Decision Making, Financial Analysis, Product Planning, Product Lining, Sales
Beginner · Course · 1 - 4 Weeks

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, Leadership, Case Studies, Microsoft Excel, Entrepreneurship
Mixed · Course · 1 - 3 Months

Capitals Coalition
Skills you'll gain: Stakeholder Engagement, Sustainable Business, Corporate Sustainability, Business Risk Management, Stakeholder Management, Natural Resource Management, Sustainability Standards, Risk Analysis, Environmental Resource Management, Human Capital, Risk Management, Decision Making, Problem Solving, Business Communication, Project Scoping
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
Build toward a degree
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Visualization, Data Presentation, Data Storytelling, Pandas (Python Package), Data Analysis, Data-Driven Decision-Making, Exploratory Data Analysis, Analytical Skills, Business Analysis, Data Wrangling, Strategic Decision-Making, Case Studies, Data Manipulation, Data Cleansing, Python Programming, Data Import/Export, Promotional Strategies
Beginner · Guided Project · Less Than 2 Hours
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
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Analytical Skills, Analytics, Data Visualization, Trend Analysis, Data-Driven Decision-Making, Business Analytics, Statistical Analysis, Data Storytelling, Python Programming, Data Wrangling
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, Critical Thinking, Ethical Standards And Conduct, Psychology, Mitigation
Intermediate · Course · 1 - 4 Weeks
University of Leeds
Skills you'll gain: Problem Solving, Critical Thinking and Problem Solving, Decision Making, Peer Review, Critical Thinking, Risk Analysis, Brainstorming, Strategic Decision-Making, Persuasive Communication, Risk Mitigation, Estimation, Risk Management, Analysis, Prioritization, Root Cause Analysis, Ideation, Constructive Feedback, Professional Development
Beginner · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Epidemiology, Data-Driven Decision-Making, Public Health, Public Health and Disease Prevention, Health Care, Infectious Diseases, Data Collection, Analytics, Health Systems, Data Ethics, Data Quality, Decision Support Systems, Health Technology
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Tableau Software, Business Intelligence, Business Intelligence Software, Interactive Data Visualization, Data Presentation, Business Analytics, Data Visualization Software, Data Storytelling, Dashboard Creation, Dashboard, Data Analysis, Forecasting, Data Preprocessing, Data Manipulation, Trend Analysis, Predictive Analytics, Data Integration
Beginner · Course · 1 - 3 Months

Multiple educators
Skills you'll gain: Unsupervised Learning, Supervised Learning, Model Training, Applied Machine Learning, Machine Learning Algorithms, Transfer Learning, Machine Learning, Jupyter, Data Ethics, Decision Tree Learning, Model Evaluation, Responsible AI, Tensorflow, Scikit Learn (Machine Learning Library), NumPy, Predictive Modeling, Deep Learning, Artificial Intelligence, Classification Algorithms, Reinforcement Learning
Beginner · Specialization · 1 - 3 Months