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: Supervised Learning, Model Optimization, Model Training, Applied Machine Learning, Statistical Machine Learning, Classification And Regression Tree (CART), Machine Learning Methods, Decision Tree Learning, Predictive Modeling, Machine Learning, Fine-tuning, Machine Learning Algorithms, Model Evaluation, Logistic Regression, Regression Analysis, Artificial Intelligence and Machine Learning (AI/ML), Random Forest Algorithm, Classification Algorithms
Intermediate · Course · 1 - 3 Months

John Wiley & Sons
Skills you'll gain: Plan Execution, Growth Strategies, Business Planning, Culture Transformation, Portfolio Management, Organizational Strategy, Business Leadership, Organizational Effectiveness, Organizational Leadership, Leadership Studies, Business Development, Product Lifecycle Management, Strategic Leadership, Organizational Structure, Product Management, Business Strategy, Business Transformation, Leadership Development, Strategic Planning, Decision Making
Intermediate · Course · 1 - 3 Months

University of California San Diego
Skills you'll gain: Bioinformatics, Molecular Biology, Dimensionality Reduction, Unsupervised Learning, Statistical Methods, Applied Machine Learning, Data Analysis Software, Machine Learning Algorithms, Molecular, Cellular, and Microbiology, Markov Model, Biotechnology, Life Sciences, Infectious Diseases, Microbiology, Epidemiology, Statistical Analysis, Precision Medicine, Algorithms, Computational Thinking, Python Programming
Beginner · Specialization · 3 - 6 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Revenue Recognition, Peer Review, Credit Risk, Mergers & Acquisitions, Financial Analysis, Accrual Accounting, Financial Statements, Investment Management, Accruals, Cash Flows, Accounting, Corporate Finance, Financial Statement Analysis, Financial Accounting, Finance, Financial Modeling, Return On Investment, Investments, Financial Management, Risk Management
Build toward a degree
Intermediate · Specialization · 3 - 6 Months

IESE Business School
Skills you'll gain: Financial Statements, Financial Statement Analysis, Financial Market, Finance, Corporate Finance, Income Statement, Accounting, Financial Management, Cash Flows, Financial Acumen, Balance Sheet, Accrual Accounting, Financial Accounting, Capital Budgeting, Corporate Accounting, Management Accounting, Financial Analysis, Accruals, Financial Reporting, General Finance
Beginner · Specialization · 3 - 6 Months
Skills you'll gain: Quality Management, Project Closure, Team Management, Project Management, Product Quality (QA/QC), Project Management Life Cycle, Quality Assessment, Quality Assurance, Team Leadership, Project Controls, Project Implementation, Issue Tracking, Team Building, Project Coordination, Leadership and Management, Project Management Software, Project Risk Management, Data Storytelling, Risk Management, Strategic Thinking
Beginner · Course · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Supply And Demand, Statistical Inference, Business Analytics, Descriptive Statistics, Sampling (Statistics), Market Dynamics, Business Planning, Statistical Hypothesis Testing, Financial Systems, Statistics, Banking Services, Bank Regulations, Financial Policy, Banking, International Finance, Data-Driven Decision-Making, Data Analysis, Statistical Reporting, Economics, Statistical Analysis
Build toward a degree
Beginner · Specialization · 3 - 6 Months

Microsoft
Skills you'll gain: Responsible AI, Customer Service, AI Personalization, AI Enablement, AI Integrations, Customer experience improvement, Customer Communications Management, Service Level, Interpersonal Communications, Service Design, Personalized Service, Customer Support, Customer experience strategy (CX), Decision Intelligence, Customer Engagement, Service Level Agreement, Decision Making, Workflow Management, Problem Solving, Data Analysis
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Django (Web Framework), Full-Stack Web Development, Restful API, Version Control, GitHub, Git (Version Control System), Data Structures, Bootstrap (Front-End Framework), Unix Commands, Back-End Web Development, API Testing, Relational Databases, Front-End Web Development, Object Oriented Programming (OOP), Database Management Systems, Command-Line Interface, Database Management, Python Programming, Computer Programming, Cloud Hosting
Build toward a degree
Beginner · Professional Certificate · 3 - 6 Months

Duke University
Skills you'll gain: Deep Learning, Model Evaluation, Unsupervised Learning, Machine Learning Methods, Classification And Regression Tree (CART), Machine Learning, Regression Analysis, Artificial Intelligence and Machine Learning (AI/ML), Applied Machine Learning, Artificial Neural Networks, Decision Tree Learning, Model Training, Computer Vision, Logistic Regression, Supervised Learning, Machine Learning Algorithms, Natural Language Processing, Predictive Modeling, Data Science, Predictive Analytics
Intermediate · Course · 1 - 3 Months

Wesleyan University
Skills you'll gain: Social Sciences, Psychology, Persuasive Communication, Social Justice, Empathy & Emotional Intelligence, Behavior Management, Conflict Management, Research, Diversity Awareness
Beginner · Course · 1 - 3 Months

IIMA - IIM Ahmedabad
Skills you'll gain: Trustworthiness, Leadership Studies, Leadership, Leadership Development, Mindfulness, Executive Presence, Team Leadership, Leadership and Management, Organizational Leadership, Business Leadership, Business Ethics, Culture Transformation, Strategic Leadership, Meditation & Breathwork, Stress Management, Personal Integrity, Empathy & Emotional Intelligence, Decision Making, Change Management, Strategic Thinking
Intermediate · Specialization · 3 - 6 Months