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.
University of Illinois Urbana-Champaign
Skills you'll gain: Keyword Research, Email Marketing, Digital Marketing, Campaign Management, Marketing Analytics, Online Advertising, Performance Analysis, Consumer Behaviour, Marketing Strategies, Key Performance Indicators (KPIs), Web Analytics and SEO, Search Engine Optimization, Web Content, Customer Analysis, Data Collection, Advertising Campaigns
Beginner · Course · 1 - 3 Months
University of Michigan
Skills you'll gain: Health Care Administration, Community Health, Public Health, Human Resources Management and Planning, Health Systems, Electronic Medical Record, Financial Management, Marketing Communications, Quality Improvement, Health Care, Performance Improvement, Organizational Leadership, Continuous Quality Improvement (CQI), Communication Planning, Healthcare Industry Knowledge, Teamwork, Organizational Structure, Fundraising
Intermediate · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Supply And Demand, Market Dynamics, Economics, Game Theory, Market Analysis, Business Economics, Market Share, Consumer Behaviour, Operational Efficiency, Financial Regulations, Resource Allocation, Strategic Decision-Making
Intermediate · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Looker (Software), SQL, Big Data, Data Warehousing, Data Visualization Software, Data Analysis, Extract, Transform, Load, Google Sheets, Jupyter, Data Transformation, Data Cleansing, Data Pipelines, Data Processing, Google Cloud Platform, Data Integrity, Workflow Management
Intermediate · Course · 1 - 3 Months

Vanderbilt University
Skills you'll gain: Claude Code, Prompt Engineering, Multimodal Prompts, Version Control, AI Workflows, Generative AI Agents, Git (Version Control System), AI Orchestration, Quality Assurance, Generative AI, Software Quality Assurance, Software Development, Software Documentation, Artificial Intelligence, Software Development Life Cycle, Software Architecture, Automation, Software Testing, Software Design, Software Development Methodologies
Beginner · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Teamwork, Conflict Management, Negotiation, Innovation, Team Building, Collaboration, Creativity, Interpersonal Communications, Diversity Awareness, Communication, Virtual Teams, Media and Communications, Cultural Diversity, Decision Making
Beginner · Course · 1 - 4 Weeks
University of Michigan
Skills you'll gain: Scikit Learn (Machine Learning Library), Supervised Learning, Applied Machine Learning, Model Evaluation, Predictive Analytics, Feature Engineering, Classification And Regression Tree (CART), Machine Learning Algorithms, Predictive Modeling, Analytics, Decision Tree Learning, Machine Learning, Logistic Regression, Data Analysis, Classification Algorithms, Data Preprocessing, Python Programming
Intermediate · Course · 1 - 4 Weeks
Skills you'll gain: Exploratory Data Analysis, Data Visualization, Data Literacy, SAS (Software), Data-Driven Decision-Making, Data Presentation, Interactive Data Visualization, Data Storytelling, Trend Analysis, Data Visualization Software, Data Manipulation, Data Preprocessing, Analysis, Analytics, Dashboard, Business Analytics, Business Reporting, Data Analysis, Technical Communication, Data Cleansing
Beginner · Specialization · 1 - 3 Months
Deep Teaching Solutions
Skills you'll gain: Logical Reasoning, Mental Concentration, Behavioral Economics, Innovation, Social Sciences, Artificial Intelligence, Persuasive Communication, Self-Awareness, Verbal Communication Skills, Scientific Methods
Beginner · Specialization · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Marketing Analytics, A/B Testing, Customer Analysis, Regression Analysis, Advanced Analytics, Marketing Strategies, Analytics, Marketing, Customer Insights, Predictive Modeling, Data Analysis, Statistical Analysis, Predictive Analytics, Data-Driven Decision-Making, Consumer Behaviour, Social Network Analysis, Marketing Strategy and Techniques, Digital Marketing, Machine Learning, Generative AI
Build toward a degree
Intermediate · Course · 1 - 4 Weeks

University of Illinois Urbana-Champaign
Skills you'll gain: Influencing, Negotiation, Leadership, Conflict Management, Persuasive Communication, Leadership Development, Professional Development, Business Leadership, Communication, Initiative and Leadership, Empowerment, Personal Development, Leadership and Management, Cooperation, Communication Strategies, Team Building, Constructive Feedback, Decision Making, Ethical Standards And Conduct
Beginner · Course · 1 - 3 Months

Imperial College London
Skills you'll gain: Epidemiology, Mathematical Modeling, Statistical Modeling, Simulations, Risk Modeling, Infectious Diseases, Public Health, Model Evaluation, Predictive Modeling, R Programming, Differential Equations, Data Modeling, Statistical Methods, Probability Distribution
Intermediate · Specialization · 1 - 3 Months