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: Supervised Learning, Applied Machine Learning, Matlab, Regression Analysis, Predictive Modeling, Classification And Regression Tree (CART), Machine Learning, Feature Engineering, Predictive Analytics, Statistical Modeling, Data Processing, Sampling (Statistics)
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Structures, Algorithms, Graph Theory, Programming Principles, Theoretical Computer Science, Computer Science, Computer Programming, Python Programming, Pandas (Python Package), Machine Learning Algorithms, Computational Thinking, C++ (Programming Language), Data Architecture, Random Forest Algorithm, Performance Tuning, Object Oriented Programming (OOP), Network Analysis, Program Development, Problem Solving, Debugging
Intermediate · Specialization · 3 - 6 Months

Multiple educators
Skills you'll gain: Sustainable Business, Sustainability Reporting, Sustainable Design, Corporate Sustainability, Sustainable Technologies, Environmental Social And Corporate Governance (ESG), Sustainable Engineering, Sustainable Development, Energy and Utilities, Sustainability Standards, Business Reporting, Annual Reports, Organizational Leadership, Strategic Leadership, Business Leadership, Product Engineering, Leadership, Environment, Environmental Management Systems, Environmental Engineering
Build toward a degree
Intermediate · Specialization · 3 - 6 Months

Coursera
Skills you'll gain: Prompt Engineering, Sales Strategy, Sales Pipelines, AI Personalization, Sales Operations, Responsible AI, Lead Generation, Sales Development, Generative AI Agents, Competitive Analysis, Sales Management, Marketing Automation, Customer Relationship Management (CRM) Software, Account Management, Business Process Automation, Business Intelligence, Workflow Management, Market Analysis, Data-Driven Decision-Making, Forecasting
Intermediate · Specialization · 1 - 3 Months

Northwestern University
Skills you'll gain: Resource Allocation, Marketing Strategies, Marketing Analytics, Customer experience strategy (CX), Data Science, Analytics, Marketing, Data Analysis, Digital Transformation, Brand Strategy, Customer Insights, Data-Driven Decision-Making, Business Leadership, Consumer Behaviour, Business Strategy, Advertising, Organizational Change
Mixed · Course · 1 - 4 Weeks

LearnKartS
Skills you'll gain: Time Management, Productivity, Organizational Skills, Prioritization, Planning, Scheduling, Delegation Skills, Team Management, Goal Setting, Strategic Prioritization, Smart Goals, Decision Making
Beginner · Course · 1 - 4 Weeks

Fundação Instituto de Administração
Skills you'll gain: Ideation, Creative Thinking, Creativity, Creative Problem-Solving, Innovation, Brainstorming, Cognitive flexibility, Team Motivation, Leadership, Adaptability, Decision Making
Beginner · Course · 1 - 4 Weeks

Macquarie University
Skills you'll gain: Pivot Tables And Charts, Sample Size Determination, Data Visualization, Statistical Inference, Data Visualization Software, Statistical Hypothesis Testing, Statistics, Data-Driven Decision-Making, Microsoft Excel, Correlation Analysis, Descriptive Statistics, Probability & Statistics, Data Analysis, Forecasting, Regression Analysis, Business Analytics, Spreadsheet Software, Statistical Modeling, Statistical Visualization, Data Presentation
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Data Presentation, Data Storytelling, Presentations, Data Cleansing, Data Visualization, Rmarkdown, Data-Driven Decision-Making, Data Validation, Data Ethics, Analytical Skills, Interactive Data Visualization, Dashboard, Spreadsheet Software, Ggplot2, Google Sheets, SQL, Data Collection, Data Analysis, Sampling (Statistics), Google Analytics
Beginner · Professional Certificate · 3 - 6 Months

Kennesaw State University
Skills you'll gain: Crisis Management, Organizational Leadership, Leadership Development, Leadership, Strategic Leadership, Team Leadership, Business Leadership, Leadership and Management, Dealing With Ambiguity, Professional Development, Strategic Decision-Making, Organizational Change, People Development, Innovation, Decision Making, Emotional Intelligence, Learning Styles, Relationship Building, Adaptability
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Agile Project Management, Forecasting, Sprint Planning, Agile Methodology, Workflow Management, Project Management Software, Innovation, Project Management Life Cycle, Project Management, Data-Driven Decision-Making, Automation, Artificial Intelligence, Artificial Intelligence and Machine Learning (AI/ML), Digital Transformation, Change Management
Beginner · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: Market Trend, Strategic Thinking, Innovation, Market Opportunities, Business Strategy, Business Transformation, Competitive Analysis, Agile Project Management, Trend Analysis, Case Studies, Strategic Leadership, Strategic Decision-Making
Intermediate · Course · 1 - 4 Weeks