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.

Microsoft
Skills you'll gain: Generative AI, Microsoft Copilot, Generative Adversarial Networks (GANs), Natural Language Processing, Data Quality, Anomaly Detection, Data Storytelling, Technical Communication, Responsible AI, Data Visualization, Data Ethics, Data-Driven Decision-Making, Interactive Data Visualization, Data Pipelines, Data Cleansing, Data Visualization Software, Data Preprocessing, Data Science, Autoencoders, Critical Thinking
Beginner · Specialization · 1 - 3 Months

Fred Hutchinson Cancer Center
Skills you'll gain: Collaborative Software, GitHub, Laboratory Reports, Technical Writing, Version Control, Document Management, Technical Documentation, Typography
Beginner · 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

Kennesaw State University
Skills you'll gain: Planning, Professional Networking, Business Research, Goal Setting, Personal Development, Market Research, Adaptability, Self-Awareness, Market Analysis, Decision Making, Creativity, Trend Analysis
Beginner · Course · 1 - 3 Months

Arizona State University
Skills you'll gain: Decision Making, Independent Thinking, Open Mindset, Conflict Management, Accountability, Diversity Awareness, Critical Thinking, Advocacy, Leadership, Self-Awareness
Beginner · Course · 1 - 3 Months

Illinois Tech
Skills you'll gain: Business Strategy, Competitive Analysis, Strategic Thinking, Cost Reduction, Market Analysis, Value Propositions, Strategic Decision-Making, Market Opportunities, Business Analysis, Analysis, Innovation, Case Studies
Build toward a degree
Intermediate · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Governance, Law, Regulation, and Compliance, Business Ethics, Compliance Management, Ethical Standards And Conduct, Accountability, Corporate Strategy, Accounting, Stakeholder Management, Business, Auditing, Decision Making, Financial Management
Build toward a degree
Beginner · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Creative Thinking, Creativity, Ideation, Creative Problem-Solving, Brainstorming, Innovation, Persuasive Communication, Cognitive flexibility, Team Building, Teamwork, Open Mindset, Influencing, Communication, Collaboration, Storytelling, Decision Making
Beginner · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Responsible AI, Data Ethics, Artificial Intelligence, Business Ethics, Machine Learning, Accountability, Artificial Intelligence and Machine Learning (AI/ML), Risk Analysis, Case Studies, Risk Mitigation, Law, Regulation, and Compliance, Decision Making, Workforce Management, Analysis
Intermediate · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Loans, Finance, Mortgage Loans, Financial Modeling, Financial Management, Financial Planning, Microsoft Excel, Financial Analysis, Complex Problem Solving, Spreadsheet Software
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Large Language Modeling, Natural Language Processing, LLM Application, Generative AI Agents, Prompt Engineering, Test Case, Agentic systems, User Interface (UI), Artificial Intelligence and Machine Learning (AI/ML), Performance Testing, Debugging, Applied Machine Learning, Artificial Intelligence, Machine Learning Algorithms, Classification Algorithms, Decision Support Systems, Model Evaluation, Performance Tuning
Intermediate · Course · 1 - 3 Months