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 Minnesota
Skills you'll gain: Model Evaluation, Decision Support Systems, Business Metrics, Test Data, Performance Metric, Performance Testing, Data Collection, Performance Measurement, Benchmarking, A/B Testing, Predictive Analytics, Product Assortment
★ 4.4 (236) · Mixed · Course · 1 - 3 Months
Saïd Business School, University of Oxford
Skills you'll gain: Responsible AI, AI Enablement, Artificial Neural Networks, Artificial Intelligence, Artificial Intelligence and Machine Learning (AI/ML), AI Product Strategy, AI literacy, Generative AI, Generative AI Agents, Machine Learning Methods, Deep Learning, Machine Learning, LLM Application, Convolutional Neural Networks, Supervised Learning, Fraud detection, Reinforcement Learning, Ethical Standards And Conduct, Unsupervised Learning
★ 4.8 (237) · Beginner · Course · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Business Strategy, Growth Strategies, New Business Development, Business Development, Corporate Strategy, Political Sciences, International Relations, Strategic Thinking, Strategic Planning, Go To Market Strategy, Strategic Partnership, Strategic Decision-Making, Supply Chain, Competitive Analysis, Mergers & Acquisitions, Market Opportunities, Cost Reduction, Decision Making, Risk Management
★ 4.8 (159) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Back-End Web Development, Django (Web Framework), Version Control, Git (Version Control System), API Testing, Web Development, Authentications, API Design, Application Development, Application Programming Interface (API), Restful API, Unit Testing, Test Tools, Database Development, MySQL, User Accounts, Web Applications, Databases
★ 4.6 (187) · Intermediate · Course · 1 - 4 Weeks

Technical University of Denmark (DTU)
Skills you'll gain: Environmental Regulations, Environmental Laws, Environment, Environmental Policy, Environmental Resource Management, Environmental Management Systems, Environmental Issue, Ethical Standards And Conduct, Environment and Resource Management, Systems Thinking, Cost Benefit Analysis, Case Studies, Economics
★ 4.7 (432) · Mixed · Course · 1 - 3 Months

Utrecht University
Skills you'll gain: Social Justice, Court Systems, Political Sciences, Immigration Law, Law, Regulation, and Compliance, Diversity Awareness, European History, Cultural Diversity, Social Sciences, Lawsuits, Civil Law, Adjudication, Legal Proceedings, Case Law, Case Studies
★ 4.8 (632) · Beginner · Course · 1 - 3 Months

Google Cloud
Skills you'll gain: Presentations, Google Workspace, Productivity Software, Sales Presentations, Business Communication, Version Control, Collaborative Software, Document Management, Multimedia, Data Sharing, Role-Based Access Control (RBAC), Data Import/Export
★ 4.7 (285) · Beginner · Course · 1 - 3 Months

Campus BBVA
Skills you'll gain: Data Storytelling, Data Presentation, Data-Driven Decision-Making, Data Visualization, Business Analytics, Dashboard, Data Quality, Data Analysis, Data Literacy, Descriptive Statistics, Analytics, Business Intelligence, Business Analysis, Statistical Methods, Data Management, Probability & Statistics, Statistical Inference, Statistics, Big Data, Statistical Analysis
★ 4.6 (238) · Beginner · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Sensory Systems Analysis, Marketing Psychology, Influencing, Case Studies, Persuasive Communication, Advertising, Marketing Communications, Consumer Behaviour, Decision Making, Marketing Effectiveness, Neurology, Behavioral Economics, Marketing, Psychology, Anatomy
★ 4.4 (43) · Intermediate · Course · 1 - 3 Months

University of California, Irvine
Skills you'll gain: Predictive Modeling, Predictive Analytics, Regression Analysis, Decision Tree Learning, Supervised Learning, Logistic Regression, Descriptive Analytics, Model Training, Machine Learning, Model Evaluation, Classification Algorithms, Unsupervised Learning
★ 4.5 (76) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Time Series Analysis and Forecasting, Financial Forecasting, Forecasting, Trend Analysis, Advanced Analytics, Predictive Modeling, Predictive Analytics, Data-Driven Decision-Making, Business Analytics, Supervised Learning, Business Metrics, Market Data, Generative AI, Financial Management, Strategic Decision-Making, Market Intelligence, Statistical Analysis, Model Evaluation, Data Storytelling, Applied Machine Learning
★ 4.1 (73) · Intermediate · Specialization · 1 - 3 Months

University of New Mexico
Skills you'll gain: Version Control, Web Applications, Full-Stack Web Development, Git (Version Control System), Middleware, Web Development, Web Development Tools, Application Development, Software Architecture, User Interface (UI), Agile Software Development, Application Frameworks, Ajax, User Interface (UI) Design, Model View Controller, Databases, Database Management, Data Modeling, Relational Databases, Ruby on Rails
★ 4.3 (185) · Mixed · Course · 1 - 3 Months