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.

Banco Interamericano de Desarrollo
Skills you'll gain: Project Risk Management, Risk Management, Risk Analysis, Risk Mitigation, Continuous Monitoring, Project Management, Project Planning, Decision Making, Stakeholder Communications, Prioritization
Beginner · Course · 1 - 4 Weeks

Imperial College London
Skills you'll gain: Research Design, Epidemiology, Biostatistics, Clinical Research, Research Methodologies, Public Health, Statistical Analysis, Sample Size Determination, Data Analysis
Intermediate · Course · 1 - 4 Weeks

Copenhagen Business School
Skills you'll gain: Case Studies, Plan Execution, Peer Review, Innovation, Business Planning, Business Strategy, Competitive Analysis, Business Analysis, Strategic Thinking, Constructive Feedback, Strategic Decision-Making, Presentations
Mixed · Course · 1 - 3 Months

University of Michigan
Skills you'll gain: Machine Learning Methods, Machine Learning, Machine Learning Algorithms, Artificial Intelligence and Machine Learning (AI/ML), Transfer Learning, Control Systems, Robotics, Deep Learning, Computer Vision, Artificial Intelligence, Generative AI, Reinforcement Learning, Algorithms
Intermediate · Course · 1 - 4 Weeks

Illinois Tech
Skills you'll gain: Responsible AI, Organizational Change, Culture Transformation, Product Lifecycle Management, Design Thinking, Organizational Leadership, Strategic Leadership, Business Transformation, Global Marketing, Data Ethics, Entrepreneurship, Change Management, Business Communication, Business Leadership, Artificial Intelligence, Business Modeling, Generative AI, Innovation, Strategic Planning, Market Opportunities
Build toward a degree
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Cash Flow Forecasting, Financial Forecasting, Cash Flows, Financial Analysis, Business Planning, Financial Statements, Entrepreneurship, Financial Planning, Financial Management, Business Strategy, Strategic Decision-Making, Strategic Planning
Mixed · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: AI Enablement, Model Evaluation, Performance Metric, Artificial Intelligence and Machine Learning (AI/ML), Strategic Leadership, Responsible AI, Machine Learning Algorithms, Data Quality, Model Deployment, Machine Learning, Algorithms, Classification Algorithms, Artificial Neural Networks, Decision Tree Learning, Random Forest Algorithm, Resource Utilization, System Requirements, Data Management
Intermediate · Course · 1 - 3 Months
Duke University
Skills you'll gain: Data Ethics, Exploratory Data Analysis, Data-Driven Decision-Making, Logistic Regression, Statistical Modeling, Web Scraping, Ggplot2, Model Evaluation, Data Visualization Software, Predictive Modeling, Tidyverse (R Package), Data Visualization, Data Analysis, Regression Analysis, Responsible AI, Data Transformation, R Programming, Data Science, Data Wrangling, Version Control
Beginner · Specialization · 1 - 3 Months

University of Minnesota
Skills you'll gain: Time Series Analysis and Forecasting, Model Evaluation, Predictive Modeling, Data Preprocessing, Regression Analysis, Microsoft Excel, Forecasting, Excel Formulas, Pivot Tables And Charts, Data Transformation, Statistical Modeling, Trend Analysis, Predictive Analytics, Statistical Methods
Mixed · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Business Ethics, Business Leadership, Leadership and Management, Organizational Leadership, Emotional Intelligence, Project Management Life Cycle, Decision Making, Leadership, Recognizing Others, Team Motivation, Communication Strategies, Strategic Decision-Making, Project Management, Self-Awareness
Beginner · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Consumer Behaviour, Responsible AI, Social Impact, Business Risk Management, Business Operations, Risk Analysis, Operations, Generative AI, AI Security, Environment Health And Safety, Customer experience improvement, Social Sciences, Governance, Leadership and Management
Beginner · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Internet Of Things, Manufacturing and Production, Digital Transformation, Business Technologies, Cloud Computing, Automation, Operational Efficiency, Emerging Technologies, Technology Strategies, Real Time Data, Data-Driven Decision-Making, Case Studies, Scalability
Build toward a degree
Beginner · Course · 1 - 4 Weeks