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.

Coursera
Skills you'll gain: Email Automation, Email Marketing, ChatGPT, Prompt Engineering, AI Workflows, Content Performance Analysis, Generative AI, Workflow Management, Copywriting, Editing, Performance Analysis, Writing and Editing, Writing, Branding, Program Standards, Version Control
Beginner · Course · 1 - 4 Weeks

Microsoft
Skills you'll gain: Microsoft Visio, Dashboard, Data Visualization, Dashboard Creation, Data Visualization Software, Interactive Data Visualization, Data Presentation, Data Validation, Data Mapping, Diagram Design, Usability Testing, User Feedback, Timelines, Data Integration, User Acceptance Testing (UAT), Real Time Data, Data Quality, Project Schedules, Project Management, Automation
Advanced · Course · 1 - 3 Months

University of Virginia
Skills you'll gain: Peer Review, Organizational Strategy, Strategic Thinking, Business Research, Milestones (Project Management), Project Management, Executive Presence, Business Strategy, Verbal Strategic Communication, Research Reports, Business Analysis, Strategic Decision-Making, Business Communication, Analysis, Report Writing, Business Writing, Decision Making, Constructive Feedback
★ 4.7 (219) · Mixed · Course · 1 - 3 Months

University of Illinois Urbana-Champaign
Skills you'll gain: Text Mining, Data Mining, Unstructured Data, Statistical Analysis, Natural Language Processing, Data-Driven Decision-Making, Analytics, Data Analysis, Statistical Machine Learning, Statistical Methods, Unsupervised Learning, Probability & Statistics, Correlation Analysis, Applied Machine Learning, Probability Distribution, Classification Algorithms, Model Optimization, Generative Model Architectures
★ 4.5 (741) · Mixed · Course · 1 - 3 Months

University of Minnesota
Skills you'll gain: IT Management, Technology Strategies, Change Management, Information Technology, Governance, Portfolio Management, Project Portfolio Management, Investment Management, System Implementation, Resource Allocation, Return On Investment, Risk Analysis, Financial Analysis, Cost Benefit Analysis, Risk Management, Resource Consumption Accounting, Decision Making
★ 4.7 (756) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Descriptive Statistics, A/B Testing, Classification And Regression Tree (CART), Dashboard, Dashboard Creation, Model Evaluation, Model Deployment, Data-Driven Decision-Making, Risk Analysis, Histogram, Statistical Inference, Descriptive Analytics, Simulations, Predictive Modeling, Regression Analysis, Data Visualization, MLOps (Machine Learning Operations), Decision Making, Decision Tree Learning, Keras (Neural Network Library)
★ 2.8 (6) · Intermediate · Specialization · 3 - 6 Months

University of Colorado Boulder
Skills you'll gain: Data Mining, Anomaly Detection, Unsupervised Learning, Data Warehousing, Machine Learning Methods, Supervised Learning, Data Pipelines, Data Preprocessing, Classification Algorithms, Data Processing, Data Modeling, Decision Tree Learning, Data Science, Data Management, Machine Learning Algorithms, Data Cleansing, Model Evaluation, Analytical Skills, Ideation, Exploratory Data Analysis
★ 4.1 (188) · Intermediate · Specialization · 1 - 3 Months

American Psychological Association
Skills you'll gain: Self-Awareness, Self-Discipline, Relationship Building, Personal Development, Psychology, Relationship Management, Self-Motivation, Culture, Emotional Intelligence, Cultural Sensitivity, Behavior Management, Rapport Building, Decision Making, Goal Setting, Motivational Skills, Social Sciences, Social Studies, Sociology, Interpersonal Communications, Decision Intelligence
★ 4.7 (63) · Beginner · Specialization · 3 - 6 Months

ESSEC Business School
Skills you'll gain: Meeting Facilitation, Collaboration, Organizational Skills, Cooperation, Discussion Facilitation, Team Building, Drive Engagement, Teamwork, Innovation, Conflict Management, Knowledge Transfer, Decision Making
★ 4.5 (566) · Beginner · Course · 1 - 4 Weeks

LearnKartS
Skills you'll gain: Azure DevOps Pipelines, Azure DevOps, GitHub, Git (Version Control System), Infrastructure as Code (IaC), DevSecOps, CI/CD, Version Control, Agile Software Development, Terraform, Microsoft Azure, Scrum (Software Development), DevOps, Devops Tools, Kubernetes, YAML, Application Performance Management, Authorization (Computing), Load Balancing, Identity and Access Management
Intermediate · Specialization · 3 - 6 Months
University of Washington
Skills you'll gain: Unsupervised Learning, Supervised Learning, Data Science, Machine Learning Methods, Predictive Analytics, Applied Machine Learning, Analytics, Data Analysis, R Programming, Model Optimization, Statistical Methods, Decision Tree Learning, Statistical Inference, Statistical Analysis, Machine Learning, Statistics, Graph Theory, Classification Algorithms, Network Analysis, Big Data
★ 4.1 (325) · Mixed · Course · 1 - 4 Weeks

Universidad Austral
Beginner · Course · 1 - 4 Weeks