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: NumPy, Pandas (Python Package), Analytics, Plot (Graphics), Model Evaluation, Statistical Visualization, Jupyter, Data Analysis, Applied Machine Learning, Analytical Skills, Numerical Analysis, Model Training, Data Manipulation, Exploratory Data Analysis, Advanced Analytics, Descriptive Statistics, Linear Algebra
Beginner · Course · 1 - 3 Months

Board Infinity
Skills you'll gain: Conflict Management, Change Management, Organizational Change, Team Leadership, Leadership and Management, Emotional Intelligence, Stress Management, Resilience, Leadership, Leadership Development, Dealing With Ambiguity, Team Management, Decision Making, Team Collaboration, Collaboration, Trustworthiness, Diversity and Inclusion, Human Resources, Communication Strategies, Ethical Standards And Conduct
Beginner · Course · 1 - 4 Weeks

Pragmatic AI Labs
Skills you'll gain: GitHub, Authentications, Authorization (Computing), Role-Based Access Control (RBAC), Security Controls, Data Security, Identity and Access Management, Enterprise Application Management, Multi-Factor Authentication, Security Management, Security Engineering, Version Control, Systems Administration, Collaborative Software
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Competitive Analysis, Data-Driven Decision-Making, Risk Analysis, Risk Mitigation, Risk Management Framework, Competitive Intelligence, Risk Management, Gap Analysis, Strategic Thinking, Research Reports, Market Analysis, Analysis, Business Strategy, Product Strategy, Benchmarking, Case Studies, Data Visualization, Strategic Prioritization
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Dashboard, Dashboard Creation, Sales Process, Sales, Customer Relationship Management (CRM) Software, Data Transformation, Data-Driven Decision-Making, Customer Insights, Customer Relationship Management, Data Presentation, Analytics, Performance Analysis, Pivot Tables And Charts, Analysis, Power BI, Predictive Analytics, Performance Metric, Business Metrics, Visualization (Computer Graphics), Negotiation
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Process Improvement, Lean Six Sigma, Six Sigma Methodology, Root Cause Analysis, Process Analysis, Process Improvement and Optimization, Process Mapping, Business Process Improvement, Process Management, Lean Methodologies, Business Process, Quality Improvement, Process Optimization, Financial Data, Business Reporting, Financial Controls, Data-Driven Decision-Making, Continuous Improvement Process, Business Workflow Analysis, Process Flow Diagrams
Intermediate · Course · 1 - 4 Weeks

H2O.ai
Skills you'll gain: Retrieval-Augmented Generation, LLM Application, Large Language Modeling, Generative AI Agents, Agentic Workflows, Document Management, Generative AI, AI Workflows, Web Applications, Artificial Intelligence, Agentic systems, Model Optimization, Application Programming Interface (API), Workflow Management
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Data Validation, Dashboard, Marketing Automation, Data Integrity, Verification And Validation, Workflow Management, Marketing Analytics, Data Maintenance, Data Quality, Automation, Data Governance, Performance Metric
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data-Driven Marketing, Spreadsheet Software, Marketing Analytics, Pivot Tables And Charts, Trend Analysis, Marketing Budgets, Marketing Strategies, Microsoft Excel, Google Sheets, Business Reporting, Data-Driven Decision-Making, Performance Reporting, Excel Formulas, Time Series Analysis and Forecasting, Strategic Marketing, Descriptive Analytics, Performance Metric, Business Metrics, Performance Measurement, Strategic Decision-Making
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Model Deployment, Data Preprocessing, MLOps (Machine Learning Operations), Model Evaluation, AI Product Strategy, Product Management, Model Training, Product Lifecycle Management, Machine Learning Algorithms, Model Optimization, Applied Machine Learning, Decision Intelligence, Data Processing, Technical Product Management, Feature Engineering, Project Management, Machine Learning Methods, Machine Learning, Technical Management, Data Transformation
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Supply Chain, Supply Chain Management, Supply Chain Planning, Strategic Leadership, Supply Chain Systems, Leadership, Strategic Sourcing, Sustainable Business, Technology Strategies, Supplier Risk Management, Risk Analysis, Corporate Sustainability, Contingency Planning, Operations Research, Risk Modeling, Executive Presence, Strategic Communication, Technology Roadmaps, Cost Benefit Analysis, Environmental Social And Corporate Governance (ESG)
Advanced · Course · 1 - 4 Weeks

Skills you'll gain: Containerization, Docker (Software), Microservices, Version Control, Git (Version Control System), Development Environment, Application Deployment, Devops Tools, API Design, Software Architecture, Application Programming Interface (API), Virtual Networking, Nginx, Frontend Integration, System Configuration, Computer Networking
Beginner · Course · 1 - 4 Weeks