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.

Meta
Skills you'll gain: Version Control, GitHub, Git (Version Control System), Unix Commands, Command-Line Interface, Unix Shell, Linux, Software Versioning, Unix, Linux Commands, Collaborative Software, Software Development, File Management, Web Development
★ 4.6 (3.8K) · Beginner · Course · 1 - 4 Weeks

Minnesota State University, Mankato
Skills you'll gain: Strategic Leadership, Plan Execution, Influencing, Cross-Functional Team Leadership, Leadership Development, Leadership, Persuasive Communication, Strategic Communication, Diversity and Inclusion, Business Leadership, Visionary, Stakeholder Communications, Strategic Decision-Making, Strategic Planning, Organizational Strategy, Initiative and Leadership, Team Oriented, Team Leadership, Planning, Performance Metric
Advanced · Course · 1 - 3 Months

Indian School of Business
Skills you'll gain: Financial Trading, Financial Analysis, Financial Statements, Financial Statement Analysis, Return On Investment, Securities Trading, Financial Market, Market Dynamics, Analysis, Decision Making, Cash Flows, Investments, Statistical Hypothesis Testing, Accruals
★ 4.5 (1.1K) · Intermediate · Course · 1 - 4 Weeks

New York University
Skills you'll gain: Supervised Learning, Machine Learning Methods, Model Evaluation, Reinforcement Learning, Applied Machine Learning, Statistical Machine Learning, Statistical Methods, Dimensionality Reduction, Unsupervised Learning, Machine Learning Algorithms, Artificial Neural Networks, Statistical Modeling, Decision Tree Learning, Predictive Modeling, Financial Trading, Financial Market, Model Training, Machine Learning, Derivatives, Tensorflow
★ 3.7 (824) · Intermediate · Specialization · 3 - 6 Months
Skills you'll gain: Data Storytelling, Dashboard, Dashboard Creation, Data Presentation, Interactive Data Visualization, Power BI, Business Intelligence, Storytelling, Data-Driven Decision-Making, Data Visualization, Data Analysis, Analytics, Stakeholder Analysis, Stakeholder Communications, Exploratory Data Analysis, Key Performance Indicators (KPIs), Stakeholder Engagement, Action Oriented
Intermediate · Course · 1 - 3 Months

Wesleyan University
Skills you'll gain: Classification And Regression Tree (CART), Decision Tree Learning, Statistical Machine Learning, Predictive Modeling, Model Evaluation, Random Forest Algorithm, Applied Machine Learning, Predictive Analytics, Machine Learning Methods, Unsupervised Learning, Machine Learning Algorithms, Machine Learning, Model Training, Data Analysis, Data Science, Exploratory Data Analysis, Regression Analysis, Statistical Analysis, Python Programming
★ 4.2 (328) · Mixed · Course · 1 - 4 Weeks

Pearson
Skills you'll gain: Entrepreneurship, Organizational Structure, New Business Development, Business Development, Business Strategy, Global Marketing, Leadership, Business Management, Corporate Strategy, Business Planning, Competitive Analysis, Market Opportunities, Strategic Decision-Making, Business Risk Management, Market Dynamics, Decision Making, Innovation, Risk Analysis
Beginner · Course · 1 - 4 Weeks

University of Pennsylvania
Skills you'll gain: Risk Modeling, Risk Management, Mathematical Modeling, Statistical Modeling, Predictive Modeling, Risk Analysis, Simulation and Simulation Software, Statistical Methods, Probability Distribution, Data-Driven Decision-Making, Decision Making, Statistical Hypothesis Testing, Statistical Analysis, Model Optimization, Probability & Statistics, Microsoft Excel, Spreadsheet Software
★ 4.6 (2.2K) · Mixed · Course · 1 - 4 Weeks

Erasmus University Rotterdam
Skills you'll gain: Econometrics, Time Series Analysis and Forecasting, Regression Analysis, Logistic Regression, Statistical Methods, Data Analysis, Economics, Trend Analysis, Analytics, Statistical Analysis, Statistical Modeling, Statistics, Case Studies, Forecasting, Probability & Statistics, Estimation, Model Evaluation, Statistical Hypothesis Testing, Probability, Linear Algebra
★ 4.6 (1.2K) · Mixed · Course · 1 - 3 Months

Harvard Business School Online
Skills you'll gain: Diversity and Inclusion, Workplace inclusivity, Diversity Equity and Inclusion Initiatives, Diversity Awareness, Organizational Leadership, Organizational Development, Team Leadership, People Management, Drive Engagement, Team Performance Management, Organizational Effectiveness, Safety Culture, Open Mindset, Recognizing Others, Organizational Change, Decision Making, Cognitive flexibility, Curiosity
Beginner · Course · 1 - 3 Months

University of Pennsylvania
Skills you'll gain: Supply And Demand, Economics, Market Dynamics, Economics, Policy, and Social Studies, Market Analysis, Resource Allocation, Policy Analysis, Tax, Resource Utilization, Consumer Behaviour, Cost Benefit Analysis, Decision Making
★ 4.7 (1.7K) · Mixed · Course · 1 - 3 Months

Michigan State University
Skills you'll gain: Entrepreneurship, Self-Starter, Market Opportunities, Lean Methodologies, Open Mindset, Growth Mindedness, New Business Development, Personal Attributes, Personal Development, Decision Making, Overcoming Obstacles, Business Strategies, Business
★ 4.5 (972) · Mixed · Course · 1 - 3 Months