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 Michigan
Skills you'll gain: Mathematical Modeling, Systems Thinking, Strategic Decision-Making, Innovation, Social Sciences, Strategic Thinking, Decision Making, Complex Problem Solving, Critical Thinking, Network Analysis, Economics, Probability, Market Dynamics
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Brand Strategy, Willingness To Learn, Leadership Development, Innovation, Leadership, Creative Thinking, Organizational Leadership, Risk Management, Business Transformation, Adaptability, Strategic Leadership, Emotional Intelligence, Growth Mindedness, Self-Awareness, Professional Development, Storytelling, Personal Development, Executive Presence, Change Management, Decision Making
Beginner · Course · 1 - 3 Months

IIMA - IIM Ahmedabad
Skills you'll gain: Leadership, Organizational Change, Organizational Leadership, Team Leadership, Change Management, Leadership and Management, Business Leadership, Business Ethics, Self-Awareness, Culture Transformation, Personal Development, Decision Making, Emotional Intelligence, Influencing, Ethical Standards And Conduct, Empowerment, Communication, Relationship Building, Ancient History, Mindfulness
Beginner · Course · 1 - 3 Months

Fractal Analytics
Skills you'll gain: Model Evaluation, Model Deployment, Machine Learning, Supervised Learning, Regression Analysis, Decision Tree Learning, Feature Engineering, Data Preprocessing, Unsupervised Learning, Predictive Modeling, Logistic Regression, Anomaly Detection, Classification Algorithms
Beginner · Course · 1 - 3 Months

Skills you'll gain: Data Ethics, Business Ethics, Responsible AI, Ethical Standards And Conduct, Sustainable Development, Law, Regulation, and Compliance, Data Security, Medical Privacy, Information Privacy, Artificial Intelligence and Machine Learning (AI/ML), Decision Making, Business Leadership, Artificial Intelligence, Accountability, Business Strategy, Safety and Security, Emerging Technologies, Human Centered Design
Mixed · Course · 1 - 3 Months

Logical Operations
Skills you'll gain: Problem Solving, Critical Thinking and Problem Solving, Creative Problem-Solving, Brainstorming, Creative Thinking, Complex Problem Solving, Team Building, Teamwork, Team Leadership, Solution Selling, Resourcefulness, Business Solutions, Creativity, Collaboration, Analytical Skills, Decision Making, Business Ethics, Strategic Decision-Making, Conflict Management, Analysis
Mixed · Course · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Conflict Management, Trustworthiness, Leadership Development, Decision Making, Emotional Intelligence, Business Ethics, Leadership, Strategic Leadership, Courage, Relationship Building, Negotiation, Self-Awareness, Growth Mindedness, Professional Development, People Development, Curiosity
Build toward a degree
Beginner · Course · 1 - 3 Months

Skills you'll gain: Data Storytelling, Data Presentation, Data Visualization, Interactive Data Visualization, Exploratory Data Analysis, Data Visualization Software, Database Design, Shiny (R Package), Dashboard, Data Wrangling, Relational Databases, Statistical Visualization, Statistical Analysis, Big Data, Data Analysis, Microsoft Excel, Analytical Skills, Excel Formulas, Data Manipulation, Web Scraping
Build toward a degree
Beginner · Professional Certificate · 3 - 6 Months

Università Bocconi
Skills you'll gain: Conflict Management, Team Motivation, Intercultural Competence, Professional Networking, Organizational Leadership, Cultural Diversity, Cultural Sensitivity, Cross-Functional Team Leadership, Communication, Leadership, Team Management, Ethical Standards And Conduct, Decision Making
Mixed · Course · 1 - 3 Months
Indian School of Business
Skills you'll gain: Positivity, Resilience, Psychology, Personal Development, Decision Making, Self-Awareness, Creativity, Emotional Intelligence, Curiosity, Mindfulness
Mixed · Course · 1 - 3 Months

Skills you'll gain: Web Scraping, Database Design, SQL, MySQL, Data Transformation, Data Store, IBM DB2, Extract, Transform, Load, Data Architecture, Data Pipelines, Big Data, Databases, Data Warehousing, Data Governance, PostgreSQL, Relational Databases, Stored Procedure, Data Import/Export, Programming Principles, Python Programming
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Organizational Strategy, Organizational Leadership, Decision Making
Intermediate · Course · 1 - 4 Weeks