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.

Skills you'll gain: Enterprise Risk Management (ERM), Risk Management Framework, Derivatives, Portfolio Management, Operational Risk, Risk Modeling, Portfolio Risk, Financial Trading, Risk Management, Time Series Analysis and Forecasting, Credit Risk, Finance, Asset Management, Probability, Banking, Statistics, Analysis, Analytics, Decision Making, Governance
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

Politecnico di Milano
Skills you'll gain: Data Strategy, Business Modeling, Data Ethics, Data Sharing, Innovation, Customer Data Management, Augmented and Virtual Reality (AR/VR), Market Opportunities, Data Governance, Systems Thinking, Technology Strategies, Data Management, Data-Driven Decision-Making, Virtual Reality, Entrepreneurship, Virtual Environment, Strategic Thinking, Data Literacy, Digital Transformation, Business Transformation
★ 4.8 (113) · Beginner · Specialization · 3 - 6 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: User Research, Internet Of Things, Usability Testing, Prototyping, Design Thinking, Ideation, Automation, Usability, Advanced Analytics, Analytics, User Experience Design, User Centered Design, Data-Driven Decision-Making, IT Automation, Human Centered Design, Data Management, Data Processing, Robotics, Systems Architecture, Hardware Architecture
★ 4.5 (55) · Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Lean Six Sigma, Sample Size Determination, Six Sigma Methodology, Process Improvement, Quality Improvement, Data-Driven Decision-Making, Lean Methodologies, Statistical Process Controls, Process Improvement and Optimization, Process Analysis, Lean Manufacturing, Continuous Improvement Process, Predictive Modeling, Predictive Analytics, Statistical Methods, Statistics, Quality Management, Statistical Analysis, Statistical Modeling, Regression Analysis
★ 5 (13) · Mixed · 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

Skills you'll gain: Data Storytelling, Data Presentation, Data Visualization, Data Visualization Software, Storytelling, Visual Storytelling, Data Integrity, Driving engagement, Presentations, Microsoft Excel, Design Elements And Principles
★ 4.7 (20) · Beginner · Course · 1 - 4 Weeks

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

Skills you'll gain: Data Structures, Algorithms, Graph Theory, Programming Principles, Theoretical Computer Science, Computer Science, Computer Programming, Python Programming, Pandas (Python Package), Machine Learning Algorithms, Computational Thinking, C++ (Programming Language), Data Architecture, Random Forest Algorithm, Performance Tuning, Object Oriented Programming (OOP), Network Analysis, Program Development, Problem Solving, Debugging
★ 4.5 (40) · Intermediate · Specialization · 3 - 6 Months