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: Business Analytics, Risk Analysis, Data-Driven Decision-Making, Operations Research, Strategic Decision-Making, Decision Making, Analytics, Decision Intelligence, Predictive Analytics, Simulation and Simulation Software, Risk Modeling, Decision Support Systems, Business Risk Management, Data Analysis, Process Optimization, Market Analysis, Data Analysis Software, Excel Formulas, Unsupervised Learning, Model Optimization
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Decision Intelligence, Decision Making, Strategic Decision-Making, Data-Driven Decision-Making, Analytical Skills, Portfolio Management, Interviewing Skills, Data Analysis, Predictive Modeling, Data Presentation, Business Writing, Goal Setting, Artificial Intelligence, Business Communication, Strategic Communication, Stakeholder Communications, Machine Learning, Model Evaluation
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Tableau Software, Business Intelligence, Data Storytelling, Business Analytics, Data Modeling, Data Visualization Software, Dashboard, Interactive Data Visualization, Dashboard Creation, Data-Driven Decision-Making, Data Wrangling, Data Cleansing, Data Preprocessing, Data Transformation, Extract, Transform, Load, Data Integration, Exploratory Data Analysis, Self Service Technologies, Correlation Analysis
Beginner · Course · 1 - 4 Weeks

Khalifa University
Skills you'll gain: Feature Engineering, Responsible AI, AI Integrations, Data Preprocessing, Strategic Decision-Making, Data-Driven Decision-Making, Data Ethics, Natural Language Processing, AI Security, Decision Making, Model Training, LLM Application, Large Language Modeling, Decision Support Systems, Artificial Intelligence, Predictive Analytics, Advanced Analytics, Governance, Data Governance, Workflow Management
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Decision Intelligence, Data Storytelling, Predictive Modeling, Data Visualization, Responsible AI, Predictive Analytics, Business Intelligence, Strategic Decision-Making, Data-Driven Decision-Making, Decision Making, Artificial Intelligence and Machine Learning (AI/ML), Business Marketing, Scikit Learn (Machine Learning Library), Network Analysis, Natural Language Processing, Python Programming, Text Mining, Reinforcement Learning, Data Security, Security Awareness
Beginner · Course · 1 - 4 Weeks
Knowledge Accelerators
Skills you'll gain: Power BI, Data Import/Export, Business Intelligence, Dashboard Creation, Business Intelligence Software, Data Transformation, Data Visualization, Dashboard, Data Wrangling, Data Visualization Software, Data Presentation, Microsoft Excel, Interactive Data Visualization, Microsoft Teams, Business Analytics, Data Analysis, Microsoft 365, Data Modeling, Microsoft Office, Data Science
Beginner · Course · 1 - 3 Months

Skills you'll gain: Data Storytelling, Data Presentation, Conversion Funnel Analysis, Strategic Prioritization, Web Analytics, Product Roadmaps, Business Analytics, Analytics, Predictive Modeling, Prioritization, Customer Analysis, Root Cause Analysis, Performance Analysis, Forecasting, User Flows, Performance Metric, Customer Retention, Data Capture, Resource Allocation, Statistical Methods
Intermediate · Course · 3 - 6 Months
Logical Operations
Skills you'll gain: Power BI, Data Analysis, Business Intelligence Software, Microsoft Excel, Data Visualization Software, Data Literacy, Business Intelligence, Data-Driven Decision-Making, Data Storytelling, Dashboard Creation, Microsoft 365, Business Reporting, Data Visualization, Data Analysis Software, Interactive Data Visualization, Data Presentation, Microsoft PowerPoint, Data Sharing, Collaborative Software, Data Management
Mixed · Course · 1 - 3 Months

Northeastern University
Skills you'll gain: Loans, Cash Flows, Cash Flow Forecasting, General Lending, Cost Benefit Analysis, Financial Analysis, Risk Modeling, Risk Management, Risk Analysis, Risk Mitigation, Return On Investment, Financial Modeling, Decision Making, Strategic Decision-Making, Capital Budgeting, Finance, Investments, Excel Formulas, Microsoft Excel
Mixed · Course · 1 - 3 Months

Skills you'll gain: Analytics, Business Analytics, Data Analysis, Data-Driven Decision-Making, Data Literacy, Big Data, Analytical Skills, Data Analysis Software, Data Visualization, Statistical Programming, Statistical Analysis, Exploratory Data Analysis, Microsoft Excel, Data Visualization Software, Decision Making, Data Collection, Unstructured Data, Case Studies
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Responsible AI, Generative AI Agents, Agentic Workflows, AI Workflows, Agentic systems, Business Process Automation, Real Time Data, MLOps (Machine Learning Operations), AI Personalization, IT Automation, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, No-Code Development, Cloud-Based Integration, Business Transformation, Cloud API, Python Programming, Data Analysis, Restful API, API Design
Intermediate · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: Strategic Decision-Making, Dealing With Ambiguity, Decisiveness, Adaptability, Decision Making, Strategic Prioritization, Action Oriented, Cognitive flexibility, Decision Intelligence, Critical Thinking and Problem Solving, Complex Problem Solving, Change Management, Risk Management, Culture Transformation, Business Risk Management
Intermediate · Course · 1 - 4 Weeks