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 Illinois Urbana-Champaign
Skills you'll gain: Creative Thinking, Creativity, Data Presentation, Business Ethics, Business Analytics, Ideation, Data Literacy, Creative Problem-Solving, Leadership and Management, Business Analysis, Business Leadership, Brainstorming, Business Strategy, Organizational Leadership, Ethical Standards And Conduct, Decision Making, Emotional Intelligence, Cultural Sensitivity, Cultural Diversity, Brand Management
★ 4.7 (480) · Beginner · Specialization · 3 - 6 Months

University at Buffalo
Skills you'll gain: School Psychology, Psychological Evaluations, Classroom Management, Teaching, Behavioral Management, Developmental Disabilities, Instructional Strategies, Student Engagement, Psychiatric Assessments, Parent Communication, Mental and Behavioral Health, Behavior Management, Positive Behavior Support, Functional Behavior Assessment, Mental and Behavioral Health Specialties, Working With Children, Clinical Assessment, Mental Health Diseases and Disorders, Planning, Communication
★ 4.7 (2.4K) · Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Reinforcement Learning, Computational Logic, Responsible AI, AI Workflows, Machine Learning Methods, Model Optimization, Agentic systems, Machine Learning, Theoretical Computer Science, Model Evaluation, Continuous Monitoring, Functional Specification, Markov Model, Verification And Validation, Safety and Security
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Demand Planning, Inventory Management System, Forecasting, Merchandising, Inventory Control Systems, Enterprise Architecture, Generative AI, Inventory Control, Performance Measurement, Customer Demand Planning, Operational Performance Management, Inventory Management, Inventory and Warehousing, Return On Investment, Key Performance Indicators (KPIs), Time Series Analysis and Forecasting, Business Analysis, ChatGPT, Data-Driven Decision-Making, Order Management
Intermediate · Course · 1 - 4 Weeks
Yonsei University
Skills you'll gain: Capital Budgeting, Financial Statements, Financial Statement Analysis, Business Valuation, Financial Analysis, Cash Flow Forecasting, Strategic Decision-Making, Financial Modeling, Income Statement, Return On Investment, Entrepreneurial Finance, Financial Forecasting, Financial Reporting, Cash Flows, Balance Sheet, Financial Data, Excel Formulas, Microsoft Excel, Decision Intelligence, Financial Acumen
★ 4.4 (516) · Beginner · Specialization · 3 - 6 Months

Skills you'll gain: MLOps (Machine Learning Operations), Model Training, Data Pipelines, Data Ethics, Feature Engineering, Data Governance, Extract, Transform, Load, Enterprise Architecture, Solution Architecture, Dataflow, AI Security, Test Data, Model Evaluation, AI Workflows, Data Processing, Data Quality, Operational Databases, Data Store, Software Documentation, Dependency Analysis
Intermediate · Professional Certificate · 3 - 6 Months

Skills you'll gain: Pivot Tables And Charts, Microsoft Excel, Dashboard, Dashboard Creation, Spreadsheet Software, Interactive Data Visualization, Excel Formulas, Performance Reporting, Data Visualization, Data Presentation, Data Analysis, Microsoft Copilot, Data Wrangling, Data Import/Export, Analytics, Data Cleansing, Data Manipulation, Data Science, Data Management
Beginner · Course · 1 - 3 Months

University of Michigan
Skills you'll gain: Statistical Hypothesis Testing, Statistical Methods, Statistical Inference, Statistics, Bayesian Statistics, Probability & Statistics, Data-Driven Decision-Making, Statistical Analysis, Data Analysis, Sampling (Statistics), Jupyter, Analysis, Statistical Programming, Python Programming
★ 4.6 (937) · Intermediate · Course · 1 - 4 Weeks

University of Illinois Urbana-Champaign
Skills you'll gain: Active Listening, Influencing, Negotiation, Leadership, Professional Development, Personal Development, Conflict Management, Decision Making, Persuasive Communication, Rapport Building, Leadership Development, Relationship Building, Business Ethics, Professionalism, Communication, Relationship Management, Ethical Standards And Conduct, Interpersonal Communications, Communication Strategies, Personal Integrity
★ 4.6 (150) · Beginner · Specialization · 3 - 6 Months

Coursera
Skills you'll gain: Marketing Analytics, Data Validation, SQL, Web Analytics, Marketing, Data Quality, Analytics, Prompt Engineering, Performance Tuning, Verification And Validation, AI literacy, Query Languages, Business Metrics, Code Review, Key Performance Indicators (KPIs), Data Integrity, Data Modeling, Relational Databases, AI Workflows, Reconciliation
Beginner · Course · 1 - 4 Weeks

Microsoft
Skills you'll gain: Git (Version Control System), GitHub, Version Control, Debugging, Object Oriented Programming (OOP), Unit Testing, Development Testing, Test Case, Programming Principles, Data Structures, Software Development Tools, Algorithms, Maintainability, Python Programming, Software Development, Package and Software Management, Computer Programming, Development Environment, Code Reusability, Scripting
★ 4.5 (603) · Beginner · Course · 1 - 3 Months

Technion - Israel Institute of Technology
Skills you'll gain: Business Planning, Value Propositions, Entrepreneurship, Ideation, Business Strategy, New Product Development, Commercialization, Risk Management, Product Development, Innovation, Communication, Persuasive Communication, Sales Presentations, Feasibility Studies, Verification And Validation, Decision Making, Interviewing Skills
★ 4.8 (783) · Mixed · Course · 1 - 3 Months