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 Colorado Boulder
Skills you'll gain: Artificial Intelligence, Machine Learning Methods, Generative AI, Machine Learning Algorithms, Mathematical Theory & Analysis
★ 4.5 (13) · Intermediate · Course · 1 - 3 Months

University of Washington
Skills you'll gain: Feature Engineering, Model Evaluation, Data Analysis, Model Training, Predictive Modeling, Data Wrangling, Statistical Modeling, Statistics, Data Science, Data-Driven Decision-Making, Data Preprocessing, Predictive Analytics, Data Collection, Applied Machine Learning, R Programming, Data Pipelines, Research, Supervised Learning, Technical Communication, Python Programming
★ 3.8 (26) · Mixed · Course · 1 - 3 Months

Coursera
Skills you'll gain: Strategic Sourcing, Supplier Management, Supplier Performance Management, Supplier Relationship Management, Procurement, Market Intelligence, Market Research, Data-Driven Decision-Making, Analysis, Decision Making
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Customer Insights, AI Personalization, Customer Analysis, Customer experience strategy (CX), Generative AI, User Feedback, Customer experience improvement, Customer Engagement, Business Intelligence, Trend Analysis, Data-Driven Decision-Making, Predictive Analytics, Data Analysis, Artificial Intelligence
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Selenium (Software), GitHub, Git (Version Control System), Version Control, CI/CD, File I/O, Object Oriented Programming (OOP), Test Automation, Test Data, Unit Testing, Test Case, Software Testing, Test Script Development, Programming Principles, Web Development Tools, Code Reusability, Test Execution Engine, Javascript, Browser Compatibility, Scripting
★ 4.5 (13) · Beginner · Specialization · 3 - 6 Months

The State University of New York
Skills you'll gain: Business Strategy, Training and Development, Training Programs, Lifelong Learning, Strategic Decision-Making, Professional Development, Personal Development, Performance Measurement, Needs Assessment, Dashboard, Self-Awareness, Benchmarking, Performance Metric, Willingness To Learn, Program Standards, Job Analysis, Portfolio Management, Gap Analysis, Information Management, Information Systems
★ 4.9 (37) · Mixed · Course · 1 - 3 Months

University of Copenhagen
Skills you'll gain: Precision Medicine, Patient-centered Care, Health Informatics, Healthcare Ethics, Patient Communication, Health Policy, Risk Analysis, Data-Driven Decision-Making, Medical Science and Research, Healthcare Industry Knowledge, Health Care, Health Technology, Health Systems, Clinical Research, Data Science, Clinical Research Ethics, Data Ethics, Bioinformatics, General Data Protection Regulation (GDPR), Innovation
★ 4.7 (51) · Intermediate · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Computer Systems, Informatics, Data Processing, Computing Platforms, Health Informatics, Bioinformatics, Data Storage Technologies, Data Storage, Computer Literacy, Computer Hardware, Big Data, Data-Driven Decision-Making, Cloud Computing
★ 4.6 (16) · Beginner · Course · 1 - 3 Months

Fundação Instituto de Administração
Skills you'll gain: Data-Driven Marketing, Big Data, Customer experience improvement, Data Mining, Data-Driven Decision-Making, Marketing Automation, Marketing Strategies, Data Strategy, Customer experience strategy (CX), Digital Transformation, Data Engineering, Marketing Analytics, Analytics, Data Science, Marketing, Innovation, Digital Brand Strategy, Applied Machine Learning, Data Processing, Marketing Effectiveness
★ 4.3 (62) · Beginner · Specialization · 1 - 3 Months

FutureThink
Skills you'll gain: Meeting Facilitation, Productivity, Operational Efficiency, Time Management, Organizational Leadership, Business Leadership, Leadership, Leadership and Management, Decision Making, Strategic Leadership, Leadership Development, Strategic Decision-Making, Communication Planning, Generative AI, Communication Strategies, Strategic Communication, Artificial Intelligence and Machine Learning (AI/ML), Communication, Business Communication, Corporate Communications
Beginner · Course · 3 - 6 Months

Coursera
Skills you'll gain: Sales Strategy, Customer Analysis, AI Personalization, Sales, Personalized Campaigns, Generative AI, Customer Insights, Forecasting, Personalized Service, Data-Driven Decision-Making, Revenue Forecasting, Analytics, AI Integrations
Beginner · Course · 1 - 4 Weeks

Corporate Finance Institute
Skills you'll gain: Classification Algorithms, Model Evaluation, Machine Learning Algorithms, Model Training, Logistic Regression, Predictive Modeling, Applied Machine Learning, Machine Learning Methods, Analytics, Advanced Analytics, Machine Learning, Scikit Learn (Machine Learning Library), Performance Metric
★ 4.4 (7) · Advanced · Course · 1 - 3 Months