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.

University of Virginia
Skills you'll gain: Peer Review, Organizational Strategy, Strategic Thinking, Business Research, Milestones (Project Management), Project Management, Executive Presence, Business Strategy, Verbal Strategic Communication, Research Reports, Business Analysis, Strategic Decision-Making, Business Communication, Analysis, Report Writing, Business Writing, Decision Making, Constructive Feedback
★ 4.7 (219) · Mixed · Course · 1 - 3 Months

Pearson
Skills you'll gain: Organizational Strategy, Organizational Structure, Strategic Leadership, Strategic Decision-Making, Business Management, Corporate Strategy, Business Strategy, Strategic Planning, Organizational Effectiveness, Plan Execution, Strategic Thinking, Corporate Sustainability, Competitive Analysis, Analysis, Accountability Frameworks
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Qualitative Research, Market Research, Strategic Decision-Making, Key Performance Indicators (KPIs), Quantitative Research, Innovation, Target Audience, Data-Driven Decision-Making, Risk Mitigation, Sustainable Business, Benchmarking, Business Acumen, Value Propositions, Descriptive Statistics, Performance Measurement, Risk Management, Team Performance Management, Competitive Analysis, Business Strategy, Data Analysis
★ 4.5 (248) · Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Earned Value Management, Risk Analysis, Project Risk Management, Quality Assurance and Control, Project Controls, Quality Assurance, Procurement, Product Quality (QA/QC), Cost Management, Purchasing, Quality Control, Data-Driven Decision-Making, Cost Estimation, Project Management, Quality Management, Project Management Life Cycle, Contract Management, Risk Management, Cost Control, Managed Services
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: AI Product Strategy, Generative AI, Responsible AI, Decision Intelligence, Strategic Thinking, Business Strategy, Key Performance Indicators (KPIs), Technology Strategies, Performance Measurement, Business Metrics, Environmental Social And Corporate Governance (ESG), Business Priorities, Digital Transformation, Verbal Strategic Communication, Technical Communication, Competitive Intelligence, Corporate Sustainability, Strategic Prioritization, Competitive Analysis, Benchmarking
Intermediate · Course · 1 - 3 Months

University of Michigan
Skills you'll gain: Statistical Hypothesis Testing, Statistical Methods, Statistical Inference, Statistics, Bayesian Statistics, Probability & Statistics, Data-Driven Decision-Making, Statistical Analysis, Data Analysis, Sampling (Statistics), Jupyter, Analysis, Statistical Programming, Python Programming
★ 4.6 (937) · Intermediate · Course · 1 - 4 Weeks
University of Washington
Skills you'll gain: Unsupervised Learning, Supervised Learning, Data Science, Machine Learning Methods, Predictive Analytics, Applied Machine Learning, Analytics, Data Analysis, R Programming, Model Optimization, Statistical Methods, Decision Tree Learning, Statistical Inference, Statistical Analysis, Machine Learning, Statistics, Graph Theory, Classification Algorithms, Network Analysis, Big Data
★ 4.1 (325) · Mixed · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Corporate Strategy, Stakeholder Management, Strategic Decision-Making, Mergers & Acquisitions, Stakeholder Analysis, Corporate Sustainability, Business Strategy, Business Management, Strategic Thinking, Governance, Strategic Partnership, Organizational Strategy, Environmental Social And Corporate Governance (ESG), Value Propositions, Competitive Analysis, Growth Strategies, Portfolio Management
★ 4.7 (1.2K) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: AI Product Strategy, Prompt Engineering, Product Roadmaps, Prompt Engineering Tools, Persona (User Experience), Competitive Analysis, Sprint Planning, Agile Product Development, Backlogs, Persona Development, Market Opportunities, Product Management, Product Strategy, Jira (Software), User Story, Market Analysis, Agile Methodology, Product Planning, AI Enablement, Product Requirements
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Negotiation, Critical Thinking and Problem Solving, Prioritization, Conflict Management, Time Management, De-escalation Techniques, Communication, Stress Management, Empathy & Emotional Intelligence, Problem Solving, Closing (Sales), Critical Thinking, Communication Strategies, Business Priorities, Goal-Oriented, Professionalism, Emotional Intelligence, Business Ethics, Goal Setting, Self-Awareness
★ 4.7 (408) · Beginner · Specialization · 3 - 6 Months

University of California, Davis
Skills you'll gain: Proposal Development, Market Research, Sampling (Statistics), Research Methodologies, Surveys, Proposal Writing, Request for Proposal, Research Design, Marketing, Client Services, Research, Sample Size Determination, Quantitative Research, Data Collection, Qualitative Research, Target Audience, Business Writing, Feasibility Studies, Decision Making
★ 4.6 (950) · Intermediate · Course · 1 - 4 Weeks

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