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.

Skills you'll gain: Dashboard Creation, Power BI, Data-Driven Decision-Making, Business Intelligence, Data Presentation, Data Storytelling, Data Visualization Software, Data Transformation, Data Analysis Expressions (DAX), Data Modeling, Star Schema, Pivot Tables And Charts, Key Performance Indicators (KPIs), Data Processing, Interactive Data Visualization, Microsoft Power Platform, Microsoft Excel, Data Management, Data Analysis, Advanced Analytics
★ 4.3 (29) · Intermediate · Specialization · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Anomaly Detection, Feature Engineering, Data Ethics, Machine Learning Algorithms, Machine Learning Methods, Classification Algorithms, Responsible AI, Machine Learning, Statistical Machine Learning, Applied Machine Learning, Supervised Learning, Unsupervised Learning, Scikit Learn (Machine Learning Library), Model Evaluation, Model Training, Machine Learning Software, Decision Tree Learning, Model Optimization, Regression Analysis
★ 4.5 (11) · Beginner · Course · 1 - 3 Months

Skills you'll gain: CrewAI, AI Orchestration, AI Workflows, Agentic Workflows, Workflow Management, Generative AI Agents, AI Integrations, Business Process Automation, Tool Calling, Automation, LLM Application, Agentic systems, Decision Making, Process Improvement, Customer Service
★ 4.8 (27) · Intermediate · Course · 1 - 4 Weeks

The Chinese University of Hong Kong
Skills you'll gain: Model Optimization, Debugging, Mathematical Modeling, Operations Research, Model Evaluation, Applied Mathematics, Combinatorics, Computational Logic, Code Reusability, Algorithms
★ 4.9 (142) · Intermediate · Course · 1 - 3 Months

Skills you'll gain: Team Performance Management, Management Training And Development, Team Management, Team Leadership, Leadership and Management, Organizational Leadership, Leadership, Leadership Development, Adaptability, People Management, Performance Management, Professional Development, Staff Management, Employee Engagement, Self-Awareness
★ 4.8 (134) · Intermediate · Course · 1 - 4 Weeks
Duke University
Skills you'll gain: Return On Investment, Accounts Receivable, Cash Flows, Accounts Payable and Receivable, Inventory Control, Financial Analysis, Cash Management, Accounts Payable, Working Capital, Business Metrics, Financial Acumen, Financial Data, Financial Statements, Performance Measurement, Capital Expenditure, Operational Efficiency, Strategic Decision-Making
★ 4.8 (88) · Beginner · Course · 1 - 4 Weeks

University of Colorado System
Skills you'll gain: Marketing Analytics, Data-Driven Marketing, Classification And Regression Tree (CART), Probability & Statistics, AI Personalization, Statistical Software, Regression Analysis, Model Evaluation, Data-Driven Decision-Making, Data Ethics, Unsupervised Learning, Statistical Modeling, Data Visualization, Customer Analysis, Statistical Analysis, Predictive Analytics, Anomaly Detection, Statistical Hypothesis Testing, Advanced Analytics, Machine Learning
★ 4.9 (16) · Intermediate · Specialization · 3 - 6 Months

Alfaisal University | KLD
Skills you'll gain: Creative Problem-Solving, Cognitive flexibility, Innovation, Leadership Studies, Organizational Leadership, Leadership, Leadership Development, Thought Leadership, Dealing With Ambiguity, Leadership and Management, Decision Making
★ 4.8 (29) · Beginner · Course · 1 - 4 Weeks

National Taiwan University
Skills you'll gain: Marketing Analytics, Social Media Analytics, Social Media, Data-Driven Marketing, Market Data, Business Analytics, Market Analysis, Customer Insights, Data Literacy, Financial Data, Banking, Big Data, Marketing Strategies, Data Strategy, Analytics, Data-Driven Decision-Making, Text Mining, FinTech, Financial Services, Brand Awareness
★ 4.8 (414) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Microsoft Visual Studio, C# (Programming Language), Integrated Development Environments, Microsoft Development Tools, Program Development, Programming Principles, C and C++, Computer Programming, Command-Line Interface, Computational Logic
★ 4.4 (219) · Beginner · Guided Project · Less Than 2 Hours

Tecnológico de Monterrey
Skills you'll gain: Negotiation, Business Leadership, Conflict Management, Leadership and Management, Problem Solving, Business Strategies, Strategic Thinking, Relationship Building, Complex Problem Solving, Relationship Management, Communication Strategies, Collaboration, Organizational Strategy, Strategic Decision-Making, Strategic Planning, Plan Execution, Planning, Behavioral Management, Adaptability, Strategic Communication
★ 4.8 (193) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Digital Transformation, Business Transformation, Corporate Strategy, Business Strategy, Organizational Change, Technology Strategies, Strategic Thinking, Case Studies, Predictive Modeling, Emerging Technologies, Innovation, Strategic Decision-Making, Goal Setting, Decision Making
★ 4.6 (70) · Beginner · Course · 1 - 3 Months