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: Respiration, Rehabilitation, Human Musculoskeletal System, Hemodynamics, Respiratory Care, Pulmonology, Orthopedics, Capillary, Clinical Practices, Cell Biology, Physiology, Anatomy, Endocrinology, Medical Imaging, Cardiology, Kinesiology, Immunology, Pulmonary Function Testing, Patient Evaluation, Interactive Learning
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Lean Six Sigma, Process Mapping, Process Improvement, Process Analysis, Business Process, Continuous Improvement Process, Waste Minimization, Statistical Analysis, Quality Management, Operational Efficiency, Statistical Process Controls, Root Cause Analysis, Data-Driven Decision-Making, Customer experience improvement, Business Metrics
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Exploratory Data Analysis, Data Compilation, Correlation Analysis, Data Collection, Statistical Inference, Statistics, Statistical Methods, Statistical Modeling, Predictive Modeling, Data Analysis, Statistical Hypothesis Testing, Data-Driven Decision-Making, Regression Analysis, Statistical Analysis, Probability & Statistics, Descriptive Statistics, Data Visualization
Beginner · Course · 1 - 3 Months

University of Pennsylvania
Skills you'll gain: Compassion, Philanthropy, Positivity, Empathy, Social Impact, Cultural Diversity, Cultural Sensitivity, Self-Awareness, Culture, Decision Making, Goal Setting, Planning
Beginner · Course · 1 - 4 Weeks

Arizona State University
Skills you'll gain: Visionary, Strategic Thinking, Proactivity, Creative Thinking, Cognitive flexibility, Optimism, Brainstorming, Open Mindset, Planning, Critical Thinking, Problem Solving, Dealing With Ambiguity
Mixed · Course · 1 - 3 Months

ESSEC Business School
Skills you'll gain: Business Analytics, Digital Transformation, Case Studies, Analytics, Business Intelligence, Business Analysis, Predictive Analytics, Advanced Analytics, Data Analysis, Business Transformation, Health Informatics, Data-Driven Decision-Making, Value Propositions, Big Data, Healthcare Project Management
Mixed · Course · 1 - 4 Weeks

Interactive Brokers
Skills you'll gain: Environmental Social And Corporate Governance (ESG), Sustainable Development, Corporate Sustainability, Sustainability Standards, Financial Services, Environmental Regulations, Financial Market, Investments, Market Trend, Portfolio Management, Market Analysis, Regulatory Compliance, Capital Markets, Risk Analysis, Sustainable Business, Data Collection, Due Diligence, Big Data, Data Science, Risk Management
Beginner · Specialization · 3 - 6 Months

University of Maryland, College Park
Skills you'll gain: Customer Retention, Customer Analysis, Marketing Budgets, Loyalty Programs, Customer Acquisition Management, Competitive Analysis, Customer Insights, Customer Relationship Management, Brand Loyalty, Marketing Channel, Digital Marketing, Social Media Campaigns, Customer experience strategy (CX), Business-To-Consumer, Data-Driven Decision-Making, Marketing Strategies, Customer Engagement, Marketing Analytics, Marketing Effectiveness, AI Enablement
Intermediate · Specialization · 1 - 3 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, SQL, Data Literacy, Data Collection, Sampling (Statistics), Data Analysis, Google Analytics
Beginner · Professional Certificate · 3 - 6 Months

Macquarie University
Skills you'll gain: Business Strategy, Strategic Thinking, Customer Analysis, Strategic Planning, Organizational Strategy, Strategic Marketing, Growth Strategies, Competitive Analysis, Business Planning, Market Analysis, Strategic Decision-Making, Value Propositions, Analysis, Innovation
Beginner · Course · 1 - 3 Months

Microsoft
Skills you'll gain: Power BI, Data-Driven Decision-Making, Data Analysis, Data Literacy, Business Intelligence, Data Processing, Data Collection, Business Analytics, Data Transformation, Data Visualization Software, Data Management
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: AI Enablement, Responsible AI, Return On Investment, Data Strategy, Business Leadership, Generative AI, Business Strategy, Scalability, Compliance Management, Data-Driven Decision-Making, Artificial Intelligence, Marketing Automation, Human Resources, Solution Design, Information Technology Operations
Beginner · Course · 1 - 4 Weeks