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.

New York University
Skills you'll gain: Supervised Learning, Dimensionality Reduction, Unsupervised Learning, Applied Machine Learning, Decision Tree Learning, Machine Learning, Financial Trading, Reinforcement Learning, Scikit Learn (Machine Learning Library), Financial Services, Regression Analysis, Correlation Analysis, Exploratory Data Analysis, Portfolio Management, Python Programming, Artificial Neural Networks
Intermediate · Course · 1 - 4 Weeks

CentraleSupélec
Skills you'll gain: Innovation, Change Management, Creative Thinking, Cognitive flexibility, Organizational Change, Strategic Leadership, Leadership Studies, Strategic Planning, Decision Making, Business Strategy, Critical Thinking
Mixed · Course · 1 - 3 Months

Erasmus University Rotterdam
Skills you'll gain: Constructive Feedback, Higher Education, Instructional Design, Program Standards, Planning, Reliability, Analytical Skills, Decision Making
Intermediate · Course · 1 - 3 Months

University of Illinois Urbana-Champaign
Skills you'll gain: Active Listening, Influencing, Negotiation, Leadership, Professional Development, Social Skills, Personal Development, Conflict Management, Decision Making, Persuasive Communication, Relationship Building, Business Ethics, Professionalism, Leadership Development, Communication, Ethical Standards And Conduct, Interpersonal Communications, Empathy, Business Leadership, Initiative and Leadership
Beginner · Specialization · 3 - 6 Months
University of Pennsylvania
Skills you'll gain: People Management, Employee Performance Management, Leadership and Management, Decision Making, Organizational Change, Organizational Structure, Performance Appraisal, Team Motivation, Diversity Equity and Inclusion Initiatives, Compensation Management, Job Analysis, Recruitment, Leadership, Change Management, Constructive Feedback
Beginner · Course · 1 - 4 Weeks

University of California, Irvine
Skills you'll gain: Diversity Equity and Inclusion Initiatives, Diversity and Inclusion, Diversity Awareness, Workplace inclusivity, Cultural Responsiveness, Cultural Diversity, Human Resources, Human Resource Strategy, Employee Engagement, Ideation, Decision Making, Recruitment, Leadership
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Data Governance, Data Management, Business Analytics, Analytics, Data Quality, Data Ethics, Data Analysis, Business Intelligence, Big Data, Organizational Structure, Data-Driven Decision-Making, Data Access, Relational Databases, SQL, Data Storage, Cloud Computing
Beginner · Course · 1 - 4 Weeks

Universidad Nacional Autónoma de México
Skills you'll gain: Creative Thinking, Cognitive flexibility, Critical Thinking and Problem Solving, Brainstorming, Problem Solving, Ideation, Decision Making, Complex Problem Solving, Innovation, Overcoming Obstacles, Staff Management, Collaboration, Leadership, Employee Engagement
Beginner · Course · 1 - 3 Months

Microsoft
Skills you'll gain: Version Control, GitHub, Debugging, Git (Version Control System), Unit Testing, Data Structures, Data Manipulation, Python Programming, Software Testing, Scripting, Computer Programming, Web Development, Algorithms, Integrated Development Environments, Object Oriented Programming (OOP), Jupyter
Beginner · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Predictive Analytics, Logistic Regression, Exploratory Data Analysis, Data Visualization, Data Modeling, Business Analytics, Data Analysis, Statistical Modeling, Regression Analysis, Data Preprocessing, Supervised Learning, Decision Tree Learning, Data Cleansing, Artificial Neural Networks
Intermediate · Course · 1 - 4 Weeks

emlyon business school
Skills you'll gain: Entrepreneurship, Dealing With Ambiguity, Business, Stakeholder Management, Creative Problem-Solving, Business Strategies, Business Risk Management, Resourcefulness, Decision Making, Growth Mindedness, Adaptability
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