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.

Coursera
Skills you'll gain: Model Evaluation, Supervised Learning, Unsupervised Learning, Data Preprocessing, Time Series Analysis and Forecasting, Applied Machine Learning, Machine Learning Algorithms, Feature Engineering, Dimensionality Reduction, Machine Learning, Predictive Modeling, Predictive Analytics, Scikit Learn (Machine Learning Library), Classification Algorithms, Forecasting, Decision Tree Learning, Anomaly Detection, Regression Analysis, Data Manipulation, Statistical Modeling
Intermediate · Course · 1 - 4 Weeks

University of Minnesota
Skills you'll gain: Technology Strategies, Change Management, Information Technology, Governance, Portfolio Management, Investment Management, System Implementation, Resource Allocation, Return On Investment, User Acceptance Testing (UAT), Financial Analysis, Cost Benefit Analysis, Risk Management, Decision Making
Beginner · Course · 1 - 3 Months

University of Pennsylvania
Skills you'll gain: AI Personalization, Fraud detection, Big Data, Credit Risk, Risk Management, Digital Transformation, Customer Insights, Machine Learning, Marketing Analytics, AI Enablement, Data-Driven Decision-Making, Applied Machine Learning, Financial Data, Customer experience improvement, Artificial Intelligence, Analytics, Retail Banking, Data Science, Information Privacy
Mixed · Course · 1 - 4 Weeks

HEC Paris
Skills you'll gain: Project Implementation, Social Impact, Entrepreneurship, Self-Awareness, Ideation, Personal Development, New Business Development, Empowerment, Sustainable Business, Visionary, Innovation, Proactivity, Design Thinking, Creative Problem-Solving, Communication
Mixed · Course · 1 - 3 Months

University of Geneva
Skills you'll gain: Precision Medicine, Biostatistics, Data Ethics, Healthcare Ethics, Pharmacology, Health Informatics, Bioinformatics, Clinical Research, Biomedical Technology, Primary Care, Clinical Research Ethics, General Medicine, Oncology, Pharmaceuticals, Health Policy, Molecular Biology, Diagnostic Tests, Patient Education And Counseling, Drug Development, Informed Consent
Intermediate · Course · 1 - 3 Months

Princeton University
Skills you'll gain: Philanthropy, Social Impact, Ethical Standards And Conduct, Business Ethics, Decision Making, Social Justice, Program Evaluation, Economics
Beginner · Course · 1 - 3 Months

University of California San Diego
Skills you'll gain: Bioinformatics, Algorithms, Data Structures, Text Mining, Theoretical Computer Science, Computational Thinking
Intermediate · Course · 1 - 4 Weeks
Michigan State University
Skills you'll gain: Interviewing Skills, Journalism, Media and Communications, Multimedia, Driving engagement, Electronic Media, Report Writing, Investigation, Research, Storytelling, Peer Review, Content Creation, Ethical Standards And Conduct, International Relations, Data Collection, Oral Expression, Rapport Building, Photo/Video Production and Technology, Decision Making, Writing
Beginner · Specialization · 3 - 6 Months

IESE Business School
Skills you'll gain: Business Analytics, Business Analysis, Financial Analysis, Strategic Decision-Making, Business Strategy, Organizational Leadership, Analytical Skills, Data-Driven Decision-Making, Complex Problem Solving, Analysis, Market Share, Case Studies, Financial Statements, Marketing, Consumer Behaviour, Decision Making, Team Leadership, Balance Sheet, Working Capital, Branding
Mixed · Course · 1 - 3 Months

Tecnológico de Monterrey
Skills you'll gain: Critical Thinking, Independent Thinking, Influencing, Persuasive Communication, Organizational Leadership, Self-Awareness, Decision Making, Leadership, Industrial and Organizational Psychology, Leadership and Management, Team Motivation, Leadership Development, Emotional Intelligence, Personal Development, Organizational Effectiveness, Business Leadership, Resilience, Strategic Decision-Making, Systems Thinking, Complex Problem Solving
Advanced · Specialization · 1 - 3 Months

University of California, Davis
Skills you'll gain: Responsive Web Design, Color Theory, Version Control, Typography, HTML and CSS, Cascading Style Sheets (CSS), Hypertext Markup Language (HTML), GitHub, Git (Version Control System), Web Design, Web Design and Development, Web Development, Web Content Accessibility Guidelines, Front-End Web Development, Image Quality, Web Applications, Animations, Web Content, Mobile Development, User Interface (UI) Design
Beginner · Specialization · 3 - 6 Months
Skills you'll gain: SAS (Software), Network Analysis, Trend Analysis, Data Manipulation, Data Analysis, Forecasting, Data Quality, Text Mining, Data Visualization Software, Spatial Analysis, Dashboard, Analysis, Data Mapping, Analytics, Data Visualization, Time Series Analysis and Forecasting, Business Analytics, Interactive Data Visualization, Data-Driven Decision-Making, Predictive Analytics
Beginner · Professional Certificate · 3 - 6 Months