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: Information Architecture, UI/UX Research, Design Research, Experience Design, User Interface and User Experience (UI/UX) Design, UI/UX Strategy, Persona Development, Usability, Qualitative Research, Usability Testing, Surveys, Human Centered Design, Technical Communication, Prototyping, Tree Maps, Product Strategy, Interviewing Skills
Intermediate · Course · 1 - 4 Weeks

Board Infinity
Skills you'll gain: Agile Methodology, Product Strategy, Product Design, Market Analysis, Target Market, Stakeholder Communications, Portfolio Management, Data-Driven Decision-Making, Decision Making, Data Analysis, Technical Communication, Communication, Innovation, Complex Problem Solving, Key Performance Indicators (KPIs), Prioritization
Beginner · Specialization · 1 - 3 Months

Coursera
Skills you'll gain: Market Research, Analytical Skills, Data Collection, Data-Driven Decision-Making, Market Analysis, Marketing, Business Research, Quantitative Research, Data Analysis, Customer Insights, Market Trend, Consumer Behaviour, Trend Analysis, Competitive Analysis, Strategic Decision-Making
Intermediate · Course · 1 - 3 Months

Banco Interamericano de Desarrollo
Skills you'll gain: Failure Analysis, Risk Analysis, Risk Modeling, Feasibility Studies, Risk Management, Project Risk Management, Analysis, Business Risk Management, Mitigation, Hazard Analysis, Disaster Recovery, Cost Benefit Analysis, Climate Change Adaptation, Investment Management, Civil Engineering, Data Analysis Software, Prioritization, Governance, Resilience, Environment
Advanced · Specialization · 1 - 3 Months

Skills you'll gain: Data Analysis, Data Cleansing, Microsoft Excel, Data Manipulation, Data Transformation, Data Quality, Excel Formulas
Intermediate · Guided Project · Less Than 2 Hours

Duke University
Skills you'll gain: Pandas (Python Package), Version Control, Git (Version Control System), Data Manipulation, Software Development Tools, Development Environment, Data Structures, Python Programming, Data Analysis Software, NumPy, Data Import/Export, Integrated Development Environments, Virtual Environment
Beginner · Course · 1 - 4 Weeks

Microsoft
Skills you'll gain: Data Storytelling, Data Presentation, Power BI, Data Visualization Software, Data Visualization, Interactive Data Visualization, Statistical Visualization, Dashboard, Data-Driven Decision-Making, Business Intelligence, Pivot Tables And Charts, Data Analysis, Scatter Plots, Histogram
Beginner · Course · 1 - 4 Weeks

Universidad Nacional Autónoma de México
Skills you'll gain: Organizational Strategy, Governance, Stakeholder Analysis, Corporate Strategy, Business Planning, Business Strategy, Organizational Structure, Strategic Thinking, Business Administration, Environmental Social And Corporate Governance (ESG), Strategic Decision-Making, Competitive Analysis, Entrepreneurship, New Business Development, Market Analysis, Analysis
Mixed · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Persuasive Communication, Business Ethics, Creativity, Creative Thinking, Leadership, Organizational Leadership, Ethical Standards And Conduct, Influencing, Innovation, Diversity and Inclusion, Team Leadership, Strategic Leadership, Business Leadership, Leadership Development, Leadership and Management, Responsible AI, Communication, Artificial Intelligence, Decision Making, Cultural Diversity
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Cloud Computing, Cloud Infrastructure, Cloud Services, JavaScript Frameworks, Back-End Web Development, DevOps, Full-Stack Web Development, OpenShift, Version Control, Cloud Development, CI/CD, Software Development, Cloud-Native Computing, Web Applications, Microservices, Containerization, Kubernetes, Web Development, Serverless Computing, Docker (Software)
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Governance, Stakeholder Engagement, Law, Regulation, and Compliance, Regulatory Compliance, Compliance Management, Risk Management, Business Ethics, Stakeholder Management, Corporate Strategy, Corporate Communications, Enterprise Risk Management (ERM), Business Management, Environmental Social And Corporate Governance (ESG), Ethical Standards And Conduct, Organizational Structure
Beginner · Course · 1 - 4 Weeks

L&T EduTech
Skills you'll gain: Oil and Gas, Petroleum Industry, Hazard Analysis, Safety Standards, Environmental Resource Management, Energy and Utilities, Environment Health And Safety, Environmental Regulations, Big Data, Plant Operations and Management, Waste Minimization, Process Engineering, Chemical Engineering, Risk Analysis, Environmental Engineering, Failure Mode And Effects Analysis, Transportation Operations, Pump Stations, Data Management, Data Processing
Advanced · Specialization · 3 - 6 Months