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: Data Preprocessing, Data Analysis, Google Cloud Platform, Model Evaluation, Decision Tree Learning, Exploratory Data Analysis, Machine Learning, Classification Algorithms, Random Forest Algorithm, Responsible AI
Intermediate · Guided Project · Less Than 2 Hours

Skills you'll gain: Generative AI, Large Language Modeling, Business Leadership, AI Enablement, AI Product Strategy, Communication, Strategic Leadership, Prompt Engineering, Business Transformation, Strategic Decision-Making, Business Strategy
Beginner · Course · 1 - 4 Weeks

Simplilearn
Skills you'll gain: Business Analysis, Project Management, Risk Management, Project Planning, Data Visualization, Agile Project Management, Microsoft Excel, Cost Management, Business Systems Analysis, Project Management Office (PMO), Stakeholder Engagement, Excel Formulas, Scope Management, Pivot Tables And Charts, Dashboard, Business Analytics, Stakeholder Management, Business Requirements, Data Analysis, Data Validation
Beginner · Specialization · 1 - 3 Months
Duke University
Skills you'll gain: Return On Investment, Accounts Receivable, Cash Flows, Financial Analysis, Cash Management, Accounts Payable, Working Capital, Inventory Management System, Financial Acumen, Financial Statements, Operational Efficiency, Strategic Decision-Making
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Delegation Skills, Stakeholder Management, Technical Management, Engineering Management, Negotiation, Mentorship, Meeting Facilitation, Decision Making, Team Leadership, Leadership, Organizational Leadership, Culture Transformation, Team Management, Leadership and Management, Courage, Growth Mindedness, Business Leadership, Team Building, Collaboration, Communication
Build toward a degree
Beginner · Specialization · 1 - 3 Months

University of Washington
Skills you'll gain: Data Storytelling, Automation, Decision Support Systems, User Story, AI Product Strategy, Human Machine Interfaces, Artificial Intelligence, Machine Learning, Data-Driven Decision-Making, Innovation
Beginner · Course · 1 - 4 Weeks

ESSEC Business School
Skills you'll gain: Philanthropy, Fundraising, Social Impact, Social Justice, Innovation, Tax, Corporate Sustainability, Program Evaluation, Public Policies, Economics, Policy, and Social Studies, Strategic Decision-Making, Governance, Psychology
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Professional Networking, Self-Awareness, Personal Development, LinkedIn, Professional Development, Interviewing Skills, Resilience, Adaptability, Communication Strategies, Goal Setting, Community Development, Decision Making, Planning, Entrepreneurship
Beginner · Course · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Market Dynamics, Business Economics, Economics, Business Operations, Supply And Demand, Price Negotiation, Business Strategy, Market Analysis, Competitive Analysis, Consumer Behaviour, Decision Making
Beginner · Course · 1 - 4 Weeks
Duke University
Skills you'll gain: Responsible AI, Data Ethics, AI Security, Generative AI, Artificial Intelligence, AI Product Strategy, Machine Learning, Machine Learning Methods, Model Evaluation, Data Literacy, Artificial Neural Networks, Algorithms
Intermediate · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Business Analytics, Analytics, Data Analysis, Business Intelligence, Analytical Skills, Business Analysis, Advanced Analytics, Data-Driven Decision-Making, Trend Analysis, Predictive Analytics, Data Strategy, Data Warehousing, Data Science
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Program Management, Organizational Strategy, Risk Management, Project Management Life Cycle, Project Management, Benefits Administration, Business Planning, Resource Management, Portfolio Management, Stakeholder Management, Change Management, Decision Making
Beginner · Course · 1 - 4 Weeks