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: Usability, Usability Testing, Problem Solving, Human Factors, User Experience Design, Human Centered Design, Critical Thinking and Problem Solving, Human Factors Engineering, Creativity, User Research, Decision Making, Human Computer Interaction, Human Learning, User Interface (UI), Data Collection, Human Machine Interfaces, Research Design, Computer Displays, Accident Prevention, Control Systems
Intermediate · Specialization · 3 - 6 Months

National Taiwan University
Skills you'll gain: Feature Engineering, Machine Learning Algorithms, Random Forest Algorithm, Supervised Learning, Machine Learning, Decision Tree Learning, Deep Learning, Classification Algorithms, Model Evaluation, Artificial Neural Networks, Dimensionality Reduction, Embeddings, Logistic Regression, Regression Analysis
Intermediate · Course · 3 - 6 Months

Macquarie University
Skills you'll gain: Adaptability, Business Communication, Professional Development, Communication, Proactivity, Personal Development, Professional Networking, digital literacy, Planning, Lifelong Learning, Self-Awareness, Design Thinking, Branding, Creative Thinking
Mixed · Course · 1 - 3 Months

University of Michigan
Skills you'll gain: Constructive Feedback, Decision Making, Peer Review, Personal Development, Cooperation, Self-Awareness, Critical Thinking, Performance Review, Leadership, Adaptability, Positivity, Creativity, Communication, People Management
Beginner · Course · 1 - 4 Weeks

Universidad de los Andes
Skills you'll gain: Project Risk Management, Crisis Management, Project Controls, Earned Value Management, Problem Management, Project Documentation, Project Performance, Project Management, Process Improvement, Stakeholder Management, Case Studies, Root Cause Analysis, Decision Making
Intermediate · Course · 1 - 3 Months
Universidad Austral
Skills you'll gain: Responsive Web Design, LESS, Bootstrap (Front-End Framework), Version Control, HTML and CSS, Web Design and Development, Web Development Tools, Cascading Style Sheets (CSS), Front-End Web Development, JavaScript Frameworks, Web Components, Javascript and jQuery, Application Deployment, Node.JS, Javascript
Beginner · Course · 1 - 4 Weeks

Columbia University
Skills you'll gain: Value-Based Care, Health Informatics, Care Coordination, Analytics, Health Care Administration, Data Analysis, Interoperability, Healthcare Ethics, Health Care, Health Systems, Health Technology, Electronic Medical Record, Patient-centered Care, Telehealth, Predictive Modeling, Data Sharing
Beginner · Course · 1 - 3 Months

Fundação Instituto de Administração
Skills you'll gain: Culture Transformation, Business Transformation, Employee Engagement, Delegation Skills, Stakeholder Communications, Corporate Communications, Process Management, Business Communication, Strategic Communication, Internal Communications, Professional Development, Mentorship, Leadership, Lifelong Learning, Organizational Change, Communication, Digital Transformation, Drive Engagement, Influencing, Team Leadership
Beginner · Specialization · 3 - 6 Months

University of Colorado Boulder
Skills you'll gain: Accountability, Decision Making, Conflict Management, Business Ethics, Risk Management, Strategic Leadership, Culture Transformation, Engineering Management, Organizational Leadership, Empathy, Organizational Strategy, Technical Management, Leadership, Professional Development, Employee Engagement
Beginner · Course · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Emerging Technologies, Probability, Forecasting, Business Ethics, Critical Thinking, Innovation, Technology Strategies, Strategic Thinking, Decision Making, Strategic Leadership, Digital Transformation, Artificial Intelligence, Storytelling, Robotics, Data Storytelling, Scenario Testing
Build toward a degree
Beginner · Course · 1 - 4 Weeks

Yunus Social Business Fund Bengaluru
Skills you'll gain: Cash Flows, Financial Market, Financial Analysis, Decision Making, Business Valuation, Risk Analysis, Social Impact, Return On Investment, Finance, Strategic Decision-Making, Cost Benefit Analysis, Financial Modeling, Financial Acumen, Capital Markets, Portfolio Risk, Business Risk Management, Corporate Finance, Sustainable Development, Sustainable Business, Economics
Beginner · Specialization · 3 - 6 Months

Coursera
Skills you'll gain: Financial Modeling, Financial Forecasting, Real Estate, Cash Flow Forecasting, Commercial Real Estate, Risk Management, Property and Real Estate, Investment Management, Predictive Modeling, Risk Analysis, Investments, Financial Analysis
Beginner · Course · 1 - 4 Weeks