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: Earned Value Management, Project Management Life Cycle, Resource Allocation, Work Breakdown Structure, Project Management, Resource Utilization, Milestones (Project Management), Project Management Software, Resource Planning, Resource Management, Project Controls, Project Performance, Management Reporting, Project Schedules, Project Planning, Planning, Scheduling, Decision Making, Data Structures, Environment
Mixed · Course · 1 - 4 Weeks

Northeastern University
Skills you'll gain: Data Storytelling, Dashboard, Data Visualization, Dashboard Creation, Data Presentation, Interactive Data Visualization, Infographics, Data Literacy, Tableau Software, Data Visualization Software, Presentations, Storytelling, Data Analysis, Health Informatics, Stakeholder Communications
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Equities, Business Valuation, Securities (Finance), Financial Market, Investments, Financial Analysis, Capital Markets, Financial Policy, Market Dynamics, Corporate Finance, Estimation, Decision Making
Mixed · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Persona Development, Customer Analysis, Customer Insights, Marketing Analytics, Customer Retention, Customer Data Management, Data-Driven Marketing, Data Storytelling, Target Audience, Market Research, Revenue Management, Marketing Effectiveness, Pivot Tables And Charts, Marketing Strategies, Data Presentation, Strategic Marketing, Business Analytics, Data-Driven Decision-Making, Data Analysis, Return On Investment
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Lightweight Directory Access Protocols, Git (Version Control System), Authentications, Collaborative Software, Linux Administration, Linux, Version Control, Open Source Technology, Identity and Access Management
Intermediate · Course · 1 - 4 Weeks

O.P. Jindal Global University
Skills you'll gain: Systems Thinking, Complex Problem Solving, Policy Analysis, Research, and Development, Policy Analysis, Policy Development, Economics, Policy, and Social Studies, Public Policies, Health Policy, Climate Change Programs, Program Evaluation, Sustainable Development, Agentic systems, Environmental Issue, Social Sciences, Human Services, Economics, Ethical Standards And Conduct, Data Storytelling
Beginner · Course · 1 - 3 Months

Skills you'll gain: Responsible AI, Data Ethics, Google Cloud Platform, Artificial Intelligence, AI literacy, Business Ethics, Ethical Standards And Conduct, Accountability Frameworks, Accountability, Decision Making, Social Impact
Beginner · Course · 1 - 3 Months

Northeastern University
Skills you'll gain: Statistical Hypothesis Testing, Statistical Inference, Sampling (Statistics), Statistical Reporting, Statistical Methods, Statistics, Probability & Statistics, Statistical Analysis, Sample Size Determination, Probability Distribution, Data Presentation, Engineering Analysis, Data Synthesis, Estimation, Analysis, Data-Driven Decision-Making
Mixed · Course · 1 - 3 Months
Skills you'll gain: Marketing Psychology, Consumer Behaviour, Marketing Effectiveness, Marketing Strategies, Strategic Marketing, Branding, Brand Awareness, Data-Driven Marketing, Brand Strategy, Decision Making, Product Strategy, Sensory Systems Analysis, Behavioral Economics, Business-To-Consumer, A/B Testing
Beginner · Course · 1 - 3 Months

Skills you'll gain: Splunk, Lightweight Directory Access Protocols, System Monitoring, Scripting, Dashboard, Data Maintenance, Dashboard Creation, Business Intelligence, Scatter Plots, Pivot Tables And Charts, Servers, Data-Driven Decision-Making, Software Installation, Role-Based Access Control (RBAC), Dataflow, Data Pipelines, Authentications, Unstructured Data, Data Visualization Software, Data Visualization
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: GitHub, Version Control, API Testing, Authentications, Software Versioning, Test Tools, Test Script Development, Test Case, Eclipse (Software), Verification And Validation, Extensible Markup Language (XML), Software Installation
Intermediate · Course · 3 - 6 Months

Skills you'll gain: Backlogs, Business Workflow Analysis, Issue Tracking, Project Performance, Root Cause Analysis, Performance Metric, Data-Driven Decision-Making, Automation, Process Analysis, Process Design, Performance Measurement, Process Improvement, Automation Engineering
Beginner · Course · 1 - 4 Weeks