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 Illinois Urbana-Champaign
Skills you'll gain: Supply And Demand, Economics, Market Dynamics, Behavioral Economics, Social Sciences, Resource Allocation, Market Analysis, Socioeconomics, Consumer Behaviour, Decision Making, Critical Thinking
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Negotiation, Decisiveness, Contingency Planning, Planning, Strategic Thinking, Goal Setting, Decision Making, Succession Planning, Customer Success Management
Intermediate · Course · 1 - 4 Weeks

SkillsBooster Academy
Skills you'll gain: Prompt Engineering, ChatGPT, Prompt Engineering Tools, Responsible AI, AI Security, AI Enablement, Risking, Project Management, LLM Application, Generative AI, Generative AI Agents, Artificial Intelligence, Project Planning, Project Documentation, Project Closure, Risk Management, Team Management, Stakeholder Communications, Decision Making, Data Analysis
Beginner · Course · 1 - 3 Months

University of California San Diego
Skills you'll gain: Bioinformatics, Molecular Biology, Dimensionality Reduction, Unsupervised Learning, Statistical Methods, Applied Machine Learning, Data Analysis Software, Machine Learning Algorithms, Molecular, Cellular, and Microbiology, Markov Model, Biotechnology, Life Sciences, Infectious Diseases, Microbiology, Epidemiology, Statistical Analysis, Precision Medicine, Algorithms, Computational Thinking, Python Programming
Beginner · Specialization · 3 - 6 Months

Erasmus University Rotterdam
Skills you'll gain: Strategic Decision-Making, Business Valuation, Private Equity, Mergers & Acquisitions, Game Theory, Corporate Strategy, Strategic Thinking, Capital Budgeting, Financial Analysis, Business Strategy, Financial Statement Analysis, Return On Investment, Investment Banking, Decision Making, Cash Flows, Bidding, Growth Strategies, Corporate Finance, Competitive Analysis
Advanced · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Teamwork, Conflict Management, Collaboration, Diversity Awareness, Team Collaboration, Decision Making, Collaborative Software, Interpersonal Communications, Social Skills, Workplace inclusivity, Cultural Diversity, Communication Strategies, Innovation, Communication, Culture, Digital Communications
Beginner · Course · 1 - 4 Weeks

University of Virginia
Skills you'll gain: Marketing Analytics, Data-Driven Marketing, Marketing Effectiveness, Marketing Strategies, Regression Analysis, Marketing Budgets, Data-Driven Decision-Making, Branding, Brand Management, Resource Allocation, Customer Analysis, Customer Insights, Brand Awareness, Predictive Analytics, Brand Strategy, Statistical Analysis, A/B Testing, Consumer Behaviour, Return On Investment, Statistical Methods
Beginner · Course · 1 - 3 Months

University of Virginia
Skills you'll gain: Growth Strategies, Business Strategy, Strategic Thinking, Plan Execution, Business Strategies, Strategic Planning, Mergers & Acquisitions, Competitive Analysis, Organizational Strategy, Business Ethics, Peer Review, Data-Driven Decision-Making, Business Planning, Corporate Strategy, Strategic Leadership, Strategic Decision-Making, Governance, Stakeholder Management, New Business Development, Competitive Intelligence
Beginner · Specialization · 3 - 6 Months

University of Michigan
Skills you'll gain: Negotiation, Contract Negotiation, Mediation, Arbitration, Communication, Planning
Mixed · Course · 1 - 3 Months

Creo Incubator
Skills you'll gain: Trustworthiness, Active Listening, Supervision, Employee Performance Management, Performance Management, Empowerment, Team Performance Management, Team Leadership, Leadership, Discussion Facilitation, Communication Strategies, Leadership and Management, Leadership Development, Decision Intelligence, Drive Engagement, Organizational Leadership, Interpersonal Communications, Employee Coaching, Decision Making, Constructive Feedback
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Market Dynamics, Environmental Social And Corporate Governance (ESG), Ethical Standards And Conduct, Governance, Business Ethics, Cost Benefit Analysis, Cost Accounting, Corporate Sustainability, Financial Data, Profit and Loss (P&L) Management, Decision Making, Management Accounting, Financial Analysis, Supply And Demand, Cost Management, Risking, Revenue Management, Strategic Decision-Making, Internal Controls, Fraud detection
Mixed · Course · 1 - 4 Weeks

Wesleyan University
Skills you'll gain: Regression Analysis, Data Storytelling, Logistic Regression, Classification And Regression Tree (CART), Statistical Hypothesis Testing, Descriptive Statistics, Data Presentation, Statistical Analysis, Statistical Software, Correlation Analysis, Plot (Graphics), Exploratory Data Analysis, Statistical Visualization, Data Manipulation, Decision Tree Learning, Statistical Machine Learning, Data Analysis, Statistical Methods, Machine Learning, Statistics
Beginner · Specialization · 3 - 6 Months