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.

Automatic Data Processing, Inc. (ADP)
Skills you'll gain: Data Collection, Data Visualization, Data-Driven Decision-Making, Microsoft Excel, Project Management, Data Analysis, Compensation and Benefits, Google Sheets, Timelines, Data Cleansing, Agile Methodology, Employee Surveys, Focus Group
Beginner · Course · 1 - 3 Months

Tsinghua University
Skills you'll gain: Data Structures, Algorithms, Graph Theory, Computational Thinking, Programming Principles, Computer Programming
Intermediate · Course · 1 - 3 Months

University of California, Irvine
Skills you'll gain: Supply Chain Planning, Supply Chain Management, Inventory Management System, Process Optimization, Operations Management, Demand Planning, Resource Allocation, Capacity Management, Microsoft Excel, Cost Reduction, Simulation and Simulation Software, Mathematical Modeling, Probability Distribution
Intermediate · Course · 1 - 4 Weeks

Emory University
Skills you'll gain: Marketing Analytics, AI Personalization, Data-Driven Decision-Making, Marketing Strategies, Marketing, Marketing Effectiveness, Responsible AI, Marketing Automation, Customer experience improvement, Artificial Intelligence, Customer Insights, Customer Data Management
Beginner · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Sampling (Statistics), Data-Driven Decision-Making, Probability Distribution, Descriptive Statistics, Statistical Hypothesis Testing, Statistical Visualization, Data Analysis, Correlation Analysis, Data Visualization, Estimation, Statistical Software, Risk Analysis, Statistical Analysis, R (Software), Statistical Methods, Box Plots, Return On Investment, Analytics, Sample Size Determination, Problem Solving
Build toward a degree
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Feature Engineering, Exploratory Data Analysis, Pandas (Python Package), Scikit Learn (Machine Learning Library), Data Manipulation, NumPy, Data Analysis, Python Programming, Regression Analysis, Predictive Modeling, Machine Learning, Classification And Regression Tree (CART), Data Science, Statistical Hypothesis Testing, Supervised Learning, Statistical Methods, Programming Principles, Data Structures
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Storytelling, Data Presentation, Data-Driven Decision-Making, Data Visualization, Interactive Data Visualization, Dashboard, Data Visualization Software, Tableau Software, Data Analysis, Exploratory Data Analysis
Intermediate · Guided Project · Less Than 2 Hours
University of Illinois Urbana-Champaign
Skills you'll gain: Diversity Marketing, Cultural Diversity, Workplace inclusivity, Consumer Behaviour, Cultural Sensitivity, Global Marketing, Diversity Awareness, Cultural Responsiveness, Marketing, Advertising, Team Leadership, Target Market, Marketing Communications, Marketing Strategies, Branding, Communication Strategies
Build toward a degree
Beginner · Course · 1 - 4 Weeks

Fundação Instituto de Administração
Skills you'll gain: Innovation, Forecasting, Strategic Thinking, Corporate Strategy, Strategic Decision-Making, Business Strategy, Organizational Strategy, Trend Analysis, Analysis, Market Opportunities, Organizational Change, Decision Making, Market Dynamics, Business Research, Process Improvement
Advanced · Course · 1 - 3 Months

Pontificia Universidad Católica de Chile
Skills you'll gain: Innovation, Entrepreneurship, Marketing Strategies, Financial Management, Business Development, Growth Strategies, Business Strategy, Business Management, Team Leadership, Strategic Decision-Making, Governance, Global Marketing, International Finance
Mixed · Course · 1 - 3 Months

Skills you'll gain: Data Visualization, Business Analytics, Dashboard, Data Analysis, Data Storytelling, Google Analytics, Marketing Analytics, Data-Driven Decision-Making, Business Metrics, Data Integration, Google Ads
Intermediate · Guided Project · Less Than 2 Hours

University of New Mexico
Skills you'll gain: Strategic Decision-Making, Business Strategy, Business Metrics, Organizational Strategy, Entrepreneurship, Competitive Analysis, Performance Measurement, Market Dynamics, Innovation, Business Economics
Mixed · Course · 1 - 3 Months