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: 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

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
Automatic Data Processing, Inc. (ADP)
Skills you'll gain: Compensation Analysis, Compensation Management, Compensation Strategy, Job Evaluation, Benefits Administration, Data Collection, Compensation and Benefits, Data Visualization, Job Analysis, Data-Driven Decision-Making, Project Management, Data Analysis, Microsoft Excel, Google Sheets, Human Resource Policies, Labor Compliance, Regulatory Compliance, Payroll, Human Resources, Program Management
Beginner · Professional Certificate · 3 - 6 Months

The University of Edinburgh
Skills you'll gain: Empathy, Critical Thinking, Research, Diversity Awareness, Open Mindset, Emotional Intelligence, Decision Making
Beginner · Course · 1 - 3 Months

O.P. Jindal Global University
Skills you'll gain: Machine Learning Algorithms, Classification Algorithms, AI Enablement, Artificial Intelligence, Computational Logic, Machine Learning, Natural Language Processing, Business Strategy, Unsupervised Learning, Decision Tree Learning, Artificial Neural Networks, Strategic Decision-Making, Algorithms, Bayesian Network, Complex Problem Solving, Probability & Statistics
Build toward a degree
Mixed · Course · 3 - 6 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

Johns Hopkins University
Skills you'll gain: Healthcare Project Management, Health Informatics, Clinical Informatics, Change Control, Health Care Administration, Clinical Leadership, IT Management, Strategic Leadership, Health Care, Decision Support Systems, Continuous Quality Improvement (CQI), Electronic Medical Record, System Implementation, Usability Testing
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Time Management, Conflict Management, Stress Management, Prioritization, Critical Thinking, Problem Solving, Self-Awareness, Emotional Intelligence, Communication, Complex Problem Solving, Creative Problem-Solving, Personal Development, Business Ethics, Empathy, Strategic Thinking, Goal Setting, Compliance Management, Overcoming Obstacles, Mental Health, Dealing With Ambiguity
Beginner · Specialization · 3 - 6 Months
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

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

Macquarie University
Skills you'll gain: Interactive Data Visualization, Pivot Tables And Charts, Data Visualization, Data Presentation, Data-Driven Decision-Making, Microsoft Excel, Correlation Analysis, Forecasting, Regression Analysis, Excel Formulas, Statistics, Statistical Hypothesis Testing, Descriptive Statistics, Data Analysis, Business Analytics, Statistical Inference, Box Plots, Statistical Analysis, Statistical Modeling, Statistical Visualization
Beginner · Specialization · 3 - 6 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