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.

Vanderbilt University
Skills you'll gain: Prompt Engineering, ChatGPT, Generative AI, Prompt Patterns, Crisis Management, LLM Application, Productivity, Incident Response, Responsible AI, AI Personalization, OpenAI, Data Ethics, Computer Security Incident Management, Artificial Intelligence, Large Language Modeling, Business Ethics, Information Privacy, Threat Modeling, Personally Identifiable Information, Cybersecurity
Beginner · Specialization · 3 - 6 Months
Duke University
Skills you'll gain: Data-Driven Decision-Making, Statistical Modeling, Predictive Modeling, Regression Analysis, R Programming, Data Analysis, Probability & Statistics, Statistical Hypothesis Testing, Statistical Inference, Statistical Analysis
Beginner · Course · 1 - 4 Weeks

The University of Tokyo
Skills you'll gain: Game Theory, Socioeconomics, Social Sciences, Behavioral Economics, Economics, Strategic Decision-Making, Decision Making, Business Strategy, Strategic Planning, Risk Appetite, Probability
Beginner · Course · 1 - 4 Weeks

University of California San Diego
Skills you'll gain: Bioinformatics, Molecular Biology, Dimensionality Reduction, Unsupervised Learning, Applied Machine Learning, Data Analysis, Markov Model, Network Analysis, Biochemistry, Biotechnology, Life Sciences, Infectious Diseases, Statistical Analysis, Biology, Pharmacology, Algorithms, Machine Learning, Data Analysis Software, Data Mapping, Python Programming
Beginner · Specialization · 3 - 6 Months

Saïd Business School, University of Oxford
Skills you'll gain: Prioritization, Systems Thinking, Complex Problem Solving, Critical Thinking and Problem Solving, AI Product Strategy, Leadership, Strategic Decision-Making, Business Leadership, Stakeholder Communications, Responsible AI, Initiative and Leadership, Strategic Thinking, Leadership Development, Decision Making, Artificial Intelligence, Analysis, Critical Thinking, Root Cause Analysis, Business Ethics
Beginner · Course · 1 - 4 Weeks

Vanderbilt University
Skills you'll gain: Prompt Engineering, Image Analysis, Data Visualization Software, Matlab, Algorithms, Machine Learning Methods, User Interface (UI), Applied Machine Learning, ChatGPT, Scatter Plots, Object Oriented Programming (OOP), Dimensionality Reduction, Classification And Regression Tree (CART), Computer Programming, Histogram, AI Personalization, Data Processing, Data Analysis, Programming Principles, Debugging
Beginner · Specialization · 3 - 6 Months

Harvard Business Review
Skills you'll gain: Meeting Facilitation, Time Management, Productivity, Prioritization, Team Performance Management, Scheduling, Goal Setting, Stress Management, Decision Making
Intermediate · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Operations Management, Organizational Strategy, Manufacturing Operations, Operational Analysis, Business Operations, Supply Chain, Inventory Management System, Process Analysis, Decision Making, Strategic Decision-Making, Business Strategies, Cost Benefit Analysis, Demand Planning, Capacity Management, Service Level
Build toward a degree
Intermediate · Course · 1 - 4 Weeks
University of Colorado Boulder
Skills you'll gain: Self-Motivation, Emotional Intelligence, Growth Mindedness, Mental Concentration, Personal Development, Compassion, Goal Setting, Empowerment, Health And Wellness Coaching, Self-Awareness, Self-Discipline, Decision Making, Critical Thinking, Mindfulness, Stress Management, Creativity, Resilience, Cognitive flexibility, Adaptability, Productivity
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Analytics, Data Visualization, Business Analytics, Data Analysis, Microsoft PowerPoint, Data Presentation, Presentations, Excel Formulas, Data-Driven Decision-Making, Dashboard, Business Intelligence, Microsoft Excel, Customer Analysis, Data Visualization Software, Big Data, Data Storytelling, Target Audience, Business Consulting, Spreadsheet Software, Data Cleansing
Beginner · Specialization · 3 - 6 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Supply And Demand, Economics, Market Dynamics, Behavioral Economics, Resource Allocation, Socioeconomics, Consumer Behaviour, Cost Benefit Analysis, Decision Making, Critical Thinking
Beginner · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Team Building, Teamwork, Team Management, Team Leadership, Conflict Management, Team Motivation, Collaboration, Virtual Teams, Performance Management, Organizational Structure, Leadership, Innovation, People Development, Industrial and Organizational Psychology, Diversity and Inclusion, Goal Setting, Decision Making
Beginner · Course · 1 - 4 Weeks