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 California San Diego
Skills you'll gain: Bioinformatics, Statistical Analysis, Graph Theory, Taxonomy, Computational Thinking
Intermediate · Course · 1 - 3 Months

Vanderbilt University
Skills you'll gain: Image Analysis, Data Visualization Software, Machine Learning Methods, Matlab, Applied Machine Learning, Scatter Plots, Dimensionality Reduction, Classification And Regression Tree (CART), Data Analysis, Histogram, Data Processing, Computer Vision, Regression Analysis, Digital Communications
Intermediate · Course · 1 - 3 Months

Packt
Skills you'll gain: Assertiveness, Empowerment, Professional Development, Verbal Communication Skills, Communication, Leadership, Leadership Development, Influencing, Conflict Management, Negotiation, Empathy, Decision Making
Intermediate · Course · 1 - 4 Weeks
Skills you'll gain: Blockchain, Digital Assets, FinTech, Business Strategy, Strategic Decision-Making, Governance, Financial Services, Financial Regulation, Ledgers (Accounting), Work Breakdown Structure, Project Implementation, Business Modeling, Banking Services, Financial Systems, Project Design, Cryptography, Design, Emerging Technologies, Stakeholder Analysis, Payment Systems
Beginner · Specialization · 3 - 6 Months

Fractal Analytics
Skills you'll gain: Human Centered Design, Problem Solving, Critical Thinking, Analytical Skills, Data Science, Complex Problem Solving, Creative Problem-Solving, Decision Making, Data Analysis, Empathy
Beginner · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Rmarkdown, Knitr, Data Sharing, General Science and Research, Statistical Reporting, Data Analysis, Data Validation, Exploratory Data Analysis, R Programming, Technical Communication, Version Control
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Marketing Analytics, Analytical Skills, Data Analysis, Data Collection, Marketing, Quantitative Research, Analytics, Market Research, Data-Driven Decision-Making, Market Share, Business Metrics, Consumer Behaviour, Brand Strategy
Mixed · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Systems Thinking, Needs Assessment, Community Development, Sustainable Development, Corporate Sustainability, Diversity and Inclusion, Organizational Change, Strategic Thinking, Environmental Social And Corporate Governance (ESG), Stakeholder Engagement, Project Management, Communication Strategies, Decision Making
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Responsible AI, Data Analysis, Image Analysis, Pandas (Python Package), Data Ethics, Machine Learning, Tensorflow, Data Processing, Data Pipelines, Data Transformation, Cloud Management, Artificial Neural Networks, Information Privacy, Supervised Learning, Virtual Machines, Application Deployment, Continuous Monitoring, Data Security, Performance Tuning, Scalability
Intermediate · Professional Certificate · 3 - 6 Months

The University of North Carolina at Chapel Hill
Skills you'll gain: Data Sharing, Data Management, Data Storage, File Management, Data Security, Information Management, Metadata Management, Data Architecture, Data Governance, Data Quality, Data Integrity, Data Collection, Data Ethics, Version Control
Mixed · Course · 1 - 3 Months

Skills you'll gain: Feature Engineering, Data Visualization Software, Data Cleansing, Classification And Regression Tree (CART), Random Forest Algorithm, Decision Tree Learning, Scikit Learn (Machine Learning Library), Applied Machine Learning, Predictive Modeling, Data Manipulation, Data Science, Data Transformation, Data Processing, Predictive Analytics, Machine Learning, Python Programming
Beginner · Guided Project · Less Than 2 Hours

University of Pennsylvania
Skills you'll gain: Environmental Social And Corporate Governance (ESG), Risk Management, Case Studies, Business Risk Management, Stakeholder Management, Corporate Sustainability, Investment Management, Portfolio Management, Investments, Financial Analysis, Return On Investment, Sustainable Business, Governance
Beginner · Course · 1 - 4 Weeks