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.

Northwestern University
Skills you'll gain: Real Time Data, Social Media Content, Social Media, Social Media Marketing, Big Data, Crisis Management, Analytics, Content Marketing, Social Media Strategy, Text Mining, Data-Driven Decision-Making, Competitive Analysis, Brand Strategy
Mixed · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Economics, Behavioral Economics, Supply And Demand, Policy Analysis, Market Dynamics, Business Economics, Public Policies, Socioeconomics, Consumer Behaviour, Political Sciences, Decision Making
Beginner · Course · 1 - 4 Weeks
Rice University
Skills you'll gain: Portfolio Management, Asset Management, Investments, Financial Management, Financial Market, Simulation and Simulation Software, Performance Analysis, Market Trend, Risk Analysis, Financial Forecasting, Case Studies, Decision Making, Peer Review, Forecasting
Mixed · Course · 1 - 3 Months

Microsoft
Skills you'll gain: Microsoft Copilot, Programming Principles, Full-Stack Web Development, GitHub, Version Control, Program Development, Debugging, Computational Thinking, Git (Version Control System), Computer Programming, Algorithms, Web Development, C# (Programming Language), Back-End Web Development
Beginner · Course · 1 - 3 Months

University of California, Davis
Skills you'll gain: Data Storytelling, Proposal Development, Dashboard, Data Presentation, Data Visualization Software, Data Visualization, Tableau Software, Exploratory Data Analysis, Interactive Data Visualization, Data Analysis, Data Import/Export, Data-Driven Decision-Making, Data Cleansing, Target Audience
Intermediate · Course · 1 - 3 Months

University of Virginia
Skills you'll gain: Bioinformatics, Data Analysis Software, Scientific Visualization, Taxonomy, Data Integration, Data Import/Export
Intermediate · Course · 1 - 3 Months

University of Pennsylvania
Skills you'll gain: Responsible AI, Human Resources, Data Ethics, Data-Driven Decision-Making, Artificial Intelligence and Machine Learning (AI/ML), People Management, Artificial Intelligence, Employee Engagement, Machine Learning, Employee Retention, Blockchain
Mixed · Course · 1 - 4 Weeks

University of Maryland, College Park
Skills you'll gain: Project Management, Compliance Management, Strategic Decision-Making, Expectation Management, Milestones (Project Management), Project Schedules, Resource Management, Governance Risk Management and Compliance, Relationship Management, Project Planning, Project Implementation, Project Documentation, Risk Management, Engineering Documentation, Technical Documentation
Beginner · Specialization · 3 - 6 Months

Microsoft
Skills you'll gain: Competitive Analysis, Market Research, Competitive Intelligence, Persona Development, Market Analysis, Market Opportunities, Business Research, AI Product Strategy, Consumer Behaviour, Target Market, Customer Insights, Data-Driven Decision-Making, Product Development, Product Strategy, Gap Analysis, Market Trend, Regulatory Requirements, Innovation
Beginner · Course · 1 - 4 Weeks

Universidad Nacional Autónoma de México
Skills you'll gain: Business Valuation, Corporate Finance, Financial Management, Capital Budgeting, Business Mathematics, Financial Modeling, Financial Analysis, Fixed Asset, Financial Statements, Return On Investment, Cash Flows, Decision Making
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Logistic Regression, SAS (Software), Predictive Modeling, Model Evaluation, Predictive Analytics, Statistical Hypothesis Testing, Statistical Analysis, Correlation Analysis, Statistical Modeling, Regression Analysis, Statistical Methods, Probability & Statistics, Classification And Regression Tree (CART), Big Data, Plot (Graphics), Data Analysis, Model Deployment, Statistical Inference, Statistical Machine Learning, Feature Engineering
Intermediate · Professional Certificate · 3 - 6 Months

University of Michigan
Skills you'll gain: Statistical Inference, Data-Driven Decision-Making, Statistical Hypothesis Testing, Bayesian Statistics, Probability & Statistics, Statistical Analysis, Quantitative Research, Data Analysis, Sampling (Statistics), Jupyter, Pandas (Python Package), Python Programming
Intermediate · Course · 1 - 4 Weeks