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.

Pearson
Skills you'll gain: Competitive Analysis, Market Analysis, Business Strategy, Competitive Intelligence, Strategic Thinking, Market Dynamics, Market Intelligence, Strategic Decision-Making, Market Opportunities, Market Research, Analysis
Beginner · Course · 1 - 4 Weeks
Stanford Online
Skills you'll gain: Bayesian Network, Decision Intelligence, Bayesian Statistics, Graph Theory, Probability Distribution, Network Model, Statistical Modeling, Markov Model, Probability & Statistics, Network Analysis, Dependency Analysis
★ 4.6 (1.4K) · Advanced · Course · 1 - 3 Months

Skills you'll gain: Technical Communication, Technical Writing, Technical Documentation, Presentations, Data Storytelling, Stakeholder Communications, Data Visualization, Storytelling, Business Communication, Cross-Functional Collaboration, Cross-Functional Team Leadership, Persuasive Communication, Writing, Communication, Strategic Communication, Stakeholder Engagement, Communication Strategies, Visual Design, Information Architecture
Intermediate · Course · 1 - 4 Weeks
Skills you'll gain: Peer Review, Blockchain, Plan Execution, Market Opportunities, Business Analysis, Strategic Thinking, Case Studies, Market Analysis, Solution Design, New Business Development, Business Modeling, Value Propositions, Proposal Development, Decision Making, Market Research, Target Audience
★ 4.6 (214) · Intermediate · Course · 1 - 3 Months

University of Michigan
Skills you'll gain: Health Care Administration, Staff Management, Clinical Leadership, Community Health, Financial Statements, Mergers & Acquisitions, Health Administration, Capital Budgeting, Price Negotiation, Financial Accounting, Public Health, People Management, Financial Statement Analysis, Human Resources Management and Planning, Strategic Decision-Making, Financial Analysis, Financial Reporting, Accounting, Strategic Planning, Marketing
★ 4.7 (138) · Beginner · Specialization · 1 - 3 Months

John Wiley & Sons
Skills you'll gain: Business Planning, Business Strategy, Business Strategies, Business Ethics, Financial Statement Analysis, Plan Execution, Financial Statements, Competitive Analysis, Growth Strategies, Strategic Planning, Strategic Thinking, Competitive Intelligence, Business Modeling, Financial Forecasting, Culture Transformation, Strategic Decision-Making, Strategic Marketing, Portfolio Management, Market Analysis, Entrepreneurship
Beginner · Specialization · 3 - 6 Months

LearnQuest
Skills you'll gain: Package and Software Management, Linux Administration, Linux, Linux Commands, Virtual Private Networks (VPN), Linux Servers, System Monitoring, Operating System Administration, Public Key Infrastructure, Ubuntu, Version Control, File Management, Command-Line Interface, Intrusion Detection and Prevention, Git (Version Control System), File Systems, User Accounts, Firewall, Cloud Computing Architecture, DevOps
★ 4.5 (1.2K) · Beginner · Specialization · 3 - 6 Months

University of Colorado Boulder
Skills you'll gain: Prompt Engineering, New Product Development, Model Based Systems Engineering, Model Evaluation, Generative AI, Financial Statement Analysis, Sustainable Business, Data Mining, Field-Programmable Gate Array (FPGA), Delegation Skills, Strategic Decision-Making, Real-Time Operating Systems, Object Oriented Design, Sampling (Statistics), Failure Analysis, Data Ethics, Goal Setting, Database Design, Data Visualization, Supervised Learning
Degree · 1 - 4 Years
Madecraft
Skills you'll gain: Marketing Planning, Marketing Effectiveness, Marketing Strategies, Marketing Psychology, Marketing, Strategic Marketing, Marketing Budgets, Marketing Management, Market Share, Marketing Strategy and Techniques, Business Planning, Value Propositions, Competitive Analysis, Data-Driven Marketing, Customer Retention, Brand Marketing, Marketing Automation, Marketing Channel, Marketing Analytics, Consumer Behaviour
Intermediate · Specialization · 3 - 6 Months

John Wiley & Sons
Skills you'll gain: Human Resources, Human Resource Strategy, Human Resources Management and Planning, Workforce Development, Human Capital, Human Resources Information System (HRIS), Workforce Planning, Human Resources Software, Talent Management, Recruitment, Talent Acquisition, Talent Pipelining, Workforce Management, Recruitment Strategies, People Analytics, Talent Sourcing, Human Resource Policies, Employee Training, People Development, Resource Management
Beginner · Course · 1 - 4 Weeks

Microsoft
Skills you'll gain: Responsible AI, Data Ethics, Data Quality, Data Governance, Compliance Management, Governance Risk Management and Compliance, Business Ethics, AI literacy, Governance, Audit Working Papers, Regulatory Compliance, Internal Auditing, Ethical Standards And Conduct, Artificial Intelligence, Risk Analysis, Cloud Security, Policy Development, Stakeholder Management, Threat Modeling, Cybersecurity
Intermediate · Course · 1 - 3 Months

University of California San Diego
Skills you'll gain: Unit Testing, Data Structures, Java, Java Programming, Software Testing, Program Development, Performance Tuning, Algorithms, Performance Testing, Object Oriented Programming (OOP), Theoretical Computer Science
★ 4.8 (2.3K) · Intermediate · Course · 1 - 3 Months