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: Business Ethics, Responsible AI, AI Security, Data Ethics, Ethical Standards And Conduct, Intellectual Property, Stakeholder Engagement, Diversity Equity and Inclusion Initiatives, Information Privacy
Intermediate · Course · 1 - 3 Months

Fractal Analytics
Skills you'll gain: Data Storytelling, Decision Making, Critical Thinking, Database Design, Data Manipulation, Data Presentation, Power BI, Data Visualization, Model Evaluation, Feature Engineering, Model Deployment, Interactive Data Visualization, Data Wrangling, Data Analysis Expressions (DAX), Human Centered Design, Storyboarding, SQL, Machine Learning, Problem Solving, Python Programming
Beginner · Professional Certificate · 3 - 6 Months

Coursera
Skills you'll gain: AI Security, Threat Modeling, Security Engineering, Security Requirements Analysis, Threat Management, Data Flow Diagrams (DFDs), Threat Detection, Data Security, Key Management, Risk Analysis, Technical Documentation, Cloud Services, Technical Communication
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Request for Proposal, Request For Quotation (RFQ), Strategic Sourcing, Document Management, Supplier Management, Purchasing, Procurement, Business Writing, Cost Benefit Analysis, Vendor Management, Business Communication, Market Research, Cost Management, Risk Analysis, Spreadsheet Software, Financial Analysis, Workflow Management, Data-Driven Decision-Making, Contract Compliance, Data Analysis
Intermediate · Specialization · 3 - 6 Months

Kennesaw State University
Skills you'll gain: Six Sigma Methodology, Lean Methodologies, Quality Improvement, Process Improvement, Quality Management, Team Management, Team Building, Lean Manufacturing, Continuous Improvement Process, Business Process, Production Process, Root Cause Analysis, Decision Making
Beginner · Course · 1 - 4 Weeks

SkillUp
Skills you'll gain: Healthcare 5.0, Artificial Intelligence and Machine Learning (AI/ML), AI Enablement, Jupyter, LLM Application, Generative Model Architectures, AI Product Strategy, Model Evaluation, Multimodal Prompts, Health Systems, Health Information Management, Data Preprocessing, Data Analysis
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Financial Modeling, Financial Forecasting, Financial Statements, Depreciation, Balance Sheet, Capital Budgeting, Financial Analysis, Excel Formulas, Income Statement, Microsoft Excel, Risk Analysis, Data Storytelling, Data Validation, Cash Flows, Data Presentation, Return On Investment, Pivot Tables And Charts
Beginner · Course · 1 - 3 Months

AI CERTs
Skills you'll gain: Responsible AI, Strategic Leadership, AI Enablement, Digital Transformation, Business Strategy, Data Ethics, Leadership, Organizational Strategy, Business Transformation, Project Management Software, Strategic Decision-Making, Business Technologies, Artificial Intelligence, Emerging Technologies, Workforce Development, Governance, Data-Driven Decision-Making, Workforce Planning
Beginner · Course · 1 - 3 Months

Skills you'll gain: Statistical Reporting, Web Analytics, Statistical Process Controls, Data Analysis, Statistical Analysis, Strategic Decision-Making, Analytics, Statistical Methods, Business Metrics, Performance Metric, Performance Analysis, Anomaly Detection, Descriptive Analytics, Customer Engagement, Benchmarking
Intermediate · Course · 1 - 4 Weeks

Knowledge Accelerators
Skills you'll gain: Microsoft Copilot, Microsoft 365, Microsoft Teams, Productivity Software, Microsoft Power Platform, Workflow Management, Team Building, Generative AI Agents, Document Management, Generative AI, Ethical Standards And Conduct, Language Interpretation, Translation, and Studies, Microsoft Excel, Business Correspondence, Presentations, Prioritization, Business Writing, Productivity, Microsoft PowerPoint, Business Communication
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Sales, Sales Strategy, Sales Pipelines, Selling Techniques, Social Media Campaigns, Social Media, Social Media Content, Social Media Marketing, Customer Engagement, Content Creation, Content Performance Analysis, Marketing Analytics, Drive Engagement, Content Strategy, Marketing Automation, Customer Analysis, Storytelling, Data-Driven Decision-Making, Campaign Management, A/B Testing
Beginner · Course · 1 - 4 Weeks

Creo Incubator
Skills you'll gain: Business Modeling, Ideation, Design Thinking, Entrepreneurship, Lean Methodologies, Creative Problem-Solving, Innovation, Business Planning, Business Development, Business Strategy, Open Mindset, Growth Mindedness, Product Development, Business, Value Propositions, Prototyping, Growth Strategies, Strategic Decision-Making
Beginner · Course · 1 - 3 Months