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.

Duke University
Skills you'll gain: Exploratory Data Analysis, Ggplot2, Data Visualization Software, Tidyverse (R Package), Data Visualization, Version Control, Data Analysis, Statistical Methods, Data Wrangling, R Programming, GitHub, Data Transformation, Statistical Analysis, Git (Version Control System), Data Manipulation, Statistical Programming
Beginner · Course · 1 - 4 Weeks

University of California, Davis
Skills you'll gain: Intellectual Property, Research, Research Methodologies, Personal Development, Research Design, Research and Design, Curiosity, Science and Research, Problem Solving, Persistence, Persuasive Communication, Time Management, Student Engagement, Goal Setting, Journals, Communication, Ethical Standards And Conduct, Strategic Thinking, Decision Making, Safety and Security
Beginner · Specialization · 3 - 6 Months

Northeastern University
Skills you'll gain: Healthcare Ethics, Business Ethics, Ethical Standards And Conduct, Health Care Administration, Patient Safety, Decision Making, Risk Management, Critical Thinking, Conflict Management, Organizational Strategy, Business Strategy, Analysis
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Responsible AI, Human Resources, Data Ethics, Generative AI, AI Enablement, Recruitment, Talent Recruitment, Employee Engagement, Human Resource Strategy, AI Personalization, Employee Performance Management, Automation, Artificial Intelligence and Machine Learning (AI/ML), Business Ethics, Data-Driven Decision-Making
Beginner · Course · 1 - 3 Months

LearnQuest
Skills you'll gain: Image Analysis, Supervised Learning, Applied Machine Learning, Model Evaluation, Anomaly Detection, Convolutional Neural Networks, Machine Learning, Supply Chain, Deep Learning, Classification And Regression Tree (CART), Random Forest Algorithm, Natural Language Processing, Artificial Neural Networks, Customer Demand Planning, Forecasting, Unsupervised Learning
Intermediate · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Intercultural Competence, Compassion, Cultural Sensitivity, Cultural Diversity, Emotional Intelligence, Personal Development, Dignity in Care, Empathy & Emotional Intelligence, Mindfulness, Self-Awareness, Liberal Arts, Resilience, Curiosity, Creativity, Dealing With Ambiguity
Beginner · Course · 1 - 4 Weeks

LearnQuest
Skills you'll gain: Visual Basic (Programming Language), Development Environment, Microsoft Development Tools, Programming Principles, .NET Framework, Computer Programming, Integrated Development Environments, Application Development, Software Development, Cross Platform Development, Debugging
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Value Propositions, Social Media Marketing, Market Research, Social Media Strategy, Strategic Planning, Search Engine Optimization, Marketing Operations, Competitive Analysis, Data-Driven Decision-Making, Consumer Behaviour, Business Modeling, Customer Analysis, Web Analytics and SEO, Operations Management, Technical Management, Marketing Management, Digital Marketing, Branding, Google Ads, Forecasting
Build toward a degree
Beginner · Specialization · 3 - 6 Months

Duke University
Skills you'll gain: Culture Transformation, Strategic Thinking, Team Building, Team Leadership, Strategic Leadership, Organizational Change, Team Management, Visionary, Organizational Strategy, Strategic Decision-Making, Team Motivation, Cross-Functional Team Leadership, Organizational Leadership, Agile Methodology, Business Leadership, Cognitive flexibility, Leadership Development, Innovation, Corporate Strategy, Change Management
Intermediate · Specialization · 1 - 4 Weeks

Skills you'll gain: Microsoft Excel, Data Presentation, Data Storytelling, Predictive Modeling, Data Visualization Software, Data Synthesis, Spreadsheet Software, Microsoft Copilot, Excel Formulas, Dashboard, Predictive Analytics, Data Analysis, Report Writing, Data-Driven Decision-Making, Forecasting, Prompt Engineering, Data Manipulation, Data Transformation, Trend Analysis, Data Cleansing
Beginner · Course · 1 - 3 Months

Tecnológico de Monterrey
Skills you'll gain: Succession Planning, Governance, Leadership and Management, Leadership, Business Leadership, Strategic Leadership, Leadership Development, Talent Management, Organizational Structure, Business Continuity, Entrepreneurship, Conflict Management, Business Economics, Decision Making
Advanced · Course · 1 - 3 Months

Skills you'll gain: Lean Six Sigma, Quality Management, Process Analysis, Quality Improvement, Process Capability, Data-Driven Decision-Making, Process Flow Diagrams, Pareto Chart, Run Chart, Statistical Process Controls, Process Improvement, Statistical Analysis, Quality Control, Data Analysis, Data Analysis Software, Histogram, Scatter Plots
Mixed · Course · 1 - 4 Weeks