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 Michigan
Skills you'll gain: Constructive Feedback, Decision Making, Peer Review, Personal Development, Cooperation, Self-Awareness, Critical Thinking, Growth Mindedness, Communication Strategies, Leadership, Adaptability, Creativity, Communication, People Management
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Product Development, Product Management, Product Lifecycle Management, Product Roadmaps, Market Research, Microsoft 365, Product Requirements, AI Product Strategy, Cross-Functional Collaboration, Project Management Institute (PMI) Methodology, Product Strategy, Compliance Management, Competitive Analysis, Enterprise Security, Agile Methodology, Market Data, Stakeholder Management, Prioritization
Beginner · Course · 1 - 3 Months

Skills you'll gain: Data Visualization, Feature Engineering, Data Cleansing, Predictive Modeling, Scikit Learn (Machine Learning Library), Data Science, Classification And Regression Tree (CART), Applied Machine Learning, Regression Analysis, Supervised Learning, Predictive Analytics, Machine Learning, Human Resources, Decision Tree Learning, Employee Retention
Beginner · Guided Project · Less Than 2 Hours

DeepLearning.AI
Skills you'll gain: Deep Learning, Statistical Analysis, Clinical Trials, Applied Machine Learning, Patient Treatment, AI Personalization, Machine Learning, Predictive Modeling, Text Mining, Health Informatics, Large Language Modeling, Medical Terminology, Natural Language Processing
Intermediate · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Statistical Modeling, Applied Machine Learning, Data Science, Statistical Methods, Classification And Regression Tree (CART), Statistical Analysis, Supervised Learning, Regression Analysis, Predictive Modeling, Artificial Neural Networks, R Programming, Dimensionality Reduction, Unsupervised Learning, Statistical Inference, Decision Tree Learning, Machine Learning, Advanced Analytics, Sampling (Statistics), Machine Learning Algorithms, Random Forest Algorithm
Build toward a degree
Intermediate · Specialization · 3 - 6 Months

University at Buffalo
Skills you'll gain: Data Storytelling, Statistical Process Controls, Data Analysis Software, Data Visualization Software, Data-Driven Decision-Making, Business Analytics, Tableau Software, Data Analysis, Minitab, Data Quality, Process Analysis, Business Process, Business Strategies, Key Performance Indicators (KPIs), Matlab
Beginner · Course · 1 - 4 Weeks

Indian Institute for Human Settlements
Skills you'll gain: Economics, Policy, and Social Studies, Policy Development, Public Policies, Policy Analysis, Behavioral Economics, Political Sciences, Economics, Market Dynamics, Governance, Program Implementation, Decision Making
Beginner · Course · 1 - 3 Months

University of Pennsylvania
Skills you'll gain: Team Performance Management, Systems Thinking, Cognitive flexibility, Team Building, Knowledge Transfer, Innovation, Organizational Development, Organizational Effectiveness, Creative Thinking, Problem Solving, Adaptability, Decision Making, Culture
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Data Mining, Medical Imaging, Image Analysis, Unstructured Data, Health Informatics, Big Data, Health Information Management and Medical Records, Text Mining, Health Care, Analytics, Data Ethics, Natural Language Processing, Medical Science and Research, Predictive Analytics, Innovation, Decision Tree Learning, Artificial Neural Networks
Beginner · Course · 1 - 3 Months

University of California, Irvine
Skills you'll gain: Staff Management, Business Management, People Management, Leadership and Management, Operations Management, Business Administration, Leadership, Workforce Planning, Organizational Strategy, Decision Making, Goal Setting
Mixed · Course · 1 - 4 Weeks

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

Eindhoven University of Technology
Skills you'll gain: Business Process, Process Analysis, Process Improvement, Business Process Management, Data Mining, Business Process Modeling, Process Optimization, Data Processing, Real Time Data, Data Science, Verification And Validation, Data Validation
Intermediate · Course · 1 - 3 Months