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 Pennsylvania
Skills you'll gain: Digital Transformation, Supply Chain Management, E-Commerce, Supply Chain, Retail Store Operations, Analytics, Digital Analysis, Supply Chain Systems, Business Analytics, Customer Analysis, Business Technologies, Descriptive Analytics, Customer Demand Planning, Predictive Analytics, Consumer Behaviour, Decision Making
★ 4.6 (128) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Process Mapping, Six Sigma Methodology, Lean Six Sigma, Quality Improvement, Lean Methodologies, Statistical Hypothesis Testing, Process Improvement and Optimization, Quality Management, Process Analysis, Process Improvement, Lean Manufacturing, Correlation Analysis, Kaizen Methodology, Data-Driven Decision-Making, Continuous Quality Improvement (CQI), Statistical Process Controls, Data Analysis, Process Optimization, Regression Analysis, Kanban Principles
★ 4.9 (79) · Beginner · Specialization · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Trustworthiness, Business Ethics, Business Leadership, Leadership and Management, Organizational Leadership, Emotional Intelligence, Project Management Life Cycle, Decision Making, Leadership, Management Training And Development, Motivational Skills, Recognizing Others, Professionalism, Team Motivation, Leadership Development, Ethical Standards And Conduct, Communication Strategies, Self-Motivation, Project Management
★ 4.7 (48) · Beginner · Course · 1 - 4 Weeks

University at Buffalo
Skills you'll gain: Data Storytelling, Statistical Process Controls, Data Analysis Software, Data Visualization, Data Presentation, Data Visualization Software, Data-Driven Decision-Making, Business Analytics, Tableau Software, Statistical Visualization, Data Literacy, Data Analysis, Process Capability, Minitab, Data Cleansing, Business Intelligence, Statistical Analysis, Data Quality, Analysis, Process Analysis
★ 4.7 (180) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Respiration, Human Musculoskeletal System, Cardiology, Blood Pressure, Respiratory Care, Respiratory Therapy, Pulmonology, Capillary, Hemodynamics, Clinical Practices, Cell Biology, Physiology, Anatomy, Endocrinology, Diagnostic Tests, Patient Evaluation, Nephrology, Orthopedics, Cardiac Dysrhythmia, Interactive Learning
★ 4.5 (78) · Beginner · Specialization · 3 - 6 Months

University of California San Diego
Skills you'll gain: Bioinformatics, Diagnostic Tests, Computational Thinking, Model Evaluation, Epidemiology, Molecular, Cellular, and Microbiology, Infectious Diseases, Informatics, Network Analysis, Molecular Biology, Medical Science and Research, Biotechnology, Data Mining, Biochemistry, Life Sciences, Scientific Visualization, Data Synthesis, Data Literacy, Microbiology, Science and Research
★ 4.3 (74) · Beginner · Specialization · 1 - 3 Months

Pontificia Universidad Católica de Chile
Skills you'll gain: Data Visualization, Descriptive Analytics, Data-Driven Decision-Making, Data Analysis, Data Visualization Software, Predictive Analytics, Predictive Modeling, Analytics, Database Management, Data Science, Analytical Skills, Relational Databases, Descriptive Statistics, Data Processing, Forecasting, Data Manipulation, Python Programming
★ 3.8 (73) · Beginner · Course · 1 - 4 Weeks

Imperial College London
Skills you'll gain: Health Systems, Health Equity, Health Assessment, Health Policy, Health Care Administration, Health Administration, Governance, Healthcare Industry Knowledge, Health Promotion, Public Health, Sustainable Development, Public Health and Disease Prevention
★ 4.7 (232) · Beginner · Course · 1 - 4 Weeks
Duke University
Skills you'll gain: Responsible AI, Data Ethics, Generative AI, Artificial Intelligence, AI literacy, Decision Intelligence, Machine Learning, Machine Learning Methods, Model Evaluation, Artificial Neural Networks, Information Privacy
★ 4.6 (67) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Report Writing, Digital Transformation, Automation, Generative AI, Business Reporting, Business Process Automation, Operational Efficiency, Artificial Intelligence, Data Collection, Data Literacy
★ 4.3 (72) · Beginner · Course · 1 - 4 Weeks

University of Glasgow
Skills you'll gain: Leadership Studies, Data-Driven Decision-Making, Organizational Effectiveness, Strategic Leadership, Data Literacy, Organizational Leadership, Leadership, Leadership and Management, Ancient History, Leadership Development, Organizational Structure, Agile Methodology, Decision Making, Social Sciences, Critical Thinking and Problem Solving
★ 4.7 (43) · Intermediate · Course · 1 - 4 Weeks

Amazon Web Services
Skills you'll gain: Extract, Transform, Load, Data-Driven Decision-Making, Amazon Web Services, Business Intelligence, Data Warehousing, Big Data, Databases, NoSQL, Data Analysis, Data Pipelines, Unstructured Data, Data Processing, Cloud API, SQL, Data Storage, Data Architecture, Relational Databases, Data Transformation, Data Management
★ 4.7 (59) · Beginner · Course · 1 - 4 Weeks