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: Constructive Feedback, Growth Mindedness, Rapport Building, Accountability Frameworks, Proactivity, Relationship Building, Discussion Facilitation, Recognizing Others, Lifelong Learning, Open Mindset, Motivational Skills, Team Collaboration, Empathy, Professionalism, Decision Making, Team Building, Diversity and Inclusion, Mentorship, Employee Coaching, Emotional Intelligence
★ 4.6 (16) · Beginner · Specialization · 3 - 6 Months

LearnQuest
Skills you'll gain: Responsible AI, Generative AI Agents, Workflow Management, Model Evaluation, Decision Intelligence, AI Orchestration, Process Analysis, Technical Communication, Quality Assurance, Process Mapping, Quality Assessment, Artificial Intelligence, Scalability, Process Design, Acceptance Testing, Maintainability, Prompt Engineering, Generative AI, Governance, Business Process Management
Beginner · Specialization · 1 - 3 Months

Coursera
Skills you'll gain: Risk Mitigation, Risk Management, Risk Analysis, Business Ethics, Financial Analysis, Data Storytelling, Storytelling, Return On Investment, Business Analysis, Ethical Standards And Conduct, Business Writing, Proposal Writing, Decision Making, Cost Benefit Analysis, Stakeholder Analysis
★ 4 (12) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Data Integrity, Health Insurance Portability And Accountability Act (HIPAA) Compliance, Dashboard, Data Storytelling, Health Information Management, Data Cleansing, Health Informatics, Data Governance, Clinical Data Management, Data Mapping, Patient Safety, Data Visualization, Database Design, Health Care Procedure and Regulation, Data Security, Data Analysis, Data Validation, Data Transformation, Excel Formulas, Data Literacy
★ 3.5 (8) · Beginner · Specialization · 3 - 6 Months

Johns Hopkins University
Skills you'll gain: DevOps, DevSecOps, Process Optimization, Devops Tools, CI/CD, GitHub, Continuous Deployment, Continuous Integration, Software Development Tools, Continuous Delivery, Version Control, Git (Version Control System), Web Development Tools, Software Development, IT Automation, Digital Transformation, Cross-Functional Team Leadership, Business Transformation, Cross-Functional Collaboration, Culture Transformation
★ 3.9 (22) · Intermediate · Course · 1 - 4 Weeks

University of Pennsylvania
Skills you'll gain: Presentations, Case Studies, Culture, Team Management, Executive Recruitment, Organizational Effectiveness, Team Performance Management, Team Building, Analysis, Strategic Decision-Making, Business Consulting, Strategic Thinking, Management Consulting, Consulting, Organizational Strategy, Culture Transformation, Microsoft PowerPoint, Data-Driven Decision-Making, Organizational Structure, Root Cause Analysis
★ 4.6 (45) · Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Statistical Modeling, Statistical Machine Learning, Data Science, Statistical Methods, Classification And Regression Tree (CART), Statistical Analysis, Model Evaluation, Regression Analysis, Predictive Modeling, R Programming, Statistical Inference, Logistic Regression, Model Training, Machine Learning, Classification Algorithms, Supervised Learning, Unsupervised Learning, Machine Learning Algorithms
★ 4.1 (18) · Intermediate · Course · 1 - 3 Months

University of California, Santa Barbara
Skills you'll gain: Legal Risk, Governance, Commercial Laws, Contract Review, Vendor Contracts, Organizational Structure, Business Risk Management, Risk Management, Contract Compliance, Contract Management, Tax, Civil Law, Business Management, Corporate Tax, Law, Regulation, and Compliance, Legal Proceedings, Personal Injury Law, Corporate Finance, Governance Risk Management and Compliance, Equities
★ 4.7 (6) · Beginner · Specialization · 1 - 3 Months

Duke University
Skills you'll gain: Risk Management, Business Risk Management, Credit Risk, Risk Mitigation, Stakeholder Communications, Operational Risk, Proposal Development, Risk Analysis, Finance, Stakeholder Management, Stakeholder Engagement, Business Strategies, Financial Analysis, Organizational Strategy, Strategic Thinking, Strategic Decision-Making, Cost Benefit Analysis
★ 4.7 (53) · Beginner · Course · 1 - 4 Weeks
University of Glasgow
Skills you'll gain: Deep Learning, Data Preprocessing, Autoencoders, Machine Learning Methods, Artificial Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks (RNNs), Medical Records, Model Optimization, Health Informatics, Electocardiography, Electronic Medical Record, Predictive Modeling, Embeddings, Applied Machine Learning, Data Cleansing, Time Series Analysis and Forecasting, Dimensionality Reduction, Model Evaluation
★ 4 (8) · Intermediate · Course · 1 - 4 Weeks

L&T EduTech
Skills you'll gain: Accident Prevention
Intermediate · Specialization · 1 - 3 Months

Saïd Business School, University of Oxford
Skills you'll gain: Risking, Financial Inclusion, Responsible AI, Data Ethics, Data Governance, FinTech, Financial Data, AI Personalization, Law, Regulation, and Compliance, Data Sharing, Financial Regulation, Financial Services, Decision Intelligence, Data Strategy, Financial Systems, Data Literacy, Finance, Business Ethics, Product Design, Application Programming Interface (API)
★ 4.8 (37) · Beginner · Course · 1 - 3 Months