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 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

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

Skills you'll gain: Job Analysis, Employee Relations, Compensation and Benefits, Compensation Management, Compensation Strategy, Talent Recruitment, Employee Training, Workforce Planning, Human Resources Management and Planning, Labor Relations, Benefits Administration, Human Resources, Human Resource Strategy, Performance Appraisal, Accident Prevention, Recruitment, Talent Acquisition, Job Evaluation, Employee Engagement, Human Resource Management
Beginner · Specialization · 1 - 3 Months

University of Illinois Urbana-Champaign
Skills you'll gain: Data Structures, Data Storage, Algorithms, Database Systems, Theoretical Computer Science
★ 4.8 (924) · Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Project Risk Management, Workflow Management, Business Workflow Analysis, Team Performance Management, Risk Management, Leadership Studies, Team Leadership, Agile Project Management, Leadership and Management, Collaborative Software, Project Management, Innovation, Agile Software Development, Process Improvement, Strategic Decision-Making, Change Management, Artificial Intelligence, Adaptability, Digital Transformation, Communication
★ 4.6 (562) · Intermediate · Specialization · 1 - 3 Months
Madecraft
Skills you'll gain: Wealth Management, Action Oriented, Investments, Portfolio Management, Financial Planning, Income Tax, Tax Planning, Tax Management, Goal Setting, Planning, Investment Management, Portfolio Risk, Income Statement, Benchmarking, Account Strategy, Financial Management, Prioritization, Cash Management, Estimation
Beginner · Course · 1 - 3 Months

University of California, Davis
Skills you'll gain: Proposal Development, Market Research, Sampling (Statistics), Research Methodologies, Surveys, Proposal Writing, Request for Proposal, Research Design, Marketing, Client Services, Research, Sample Size Determination, Quantitative Research, Data Collection, Qualitative Research, Target Audience, Business Writing, Feasibility Studies, Decision Making
★ 4.6 (950) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: AI Product Strategy, Generative AI, Responsible AI, Decision Intelligence, Strategic Thinking, Business Strategy, Key Performance Indicators (KPIs), Technology Strategies, Performance Measurement, Business Metrics, Environmental Social And Corporate Governance (ESG), Business Priorities, Digital Transformation, Verbal Strategic Communication, Technical Communication, Competitive Intelligence, Corporate Sustainability, Strategic Prioritization, Competitive Analysis, Benchmarking
Intermediate · Course · 1 - 3 Months

Universitat Autònoma de Barcelona
Skills you'll gain: Policy Analysis, Research, and Development, Public Policies, Political Sciences, Policy Analysis, Policy Development, Program Evaluation, Economics, Policy, and Social Studies, Public Administration, Public Affairs, Lobbying, Advocacy, Decision Intelligence, Governance, Electronic Media
★ 4.8 (1.4K) · Beginner · Course · 1 - 3 Months

Skills you'll gain: AI Product Strategy, Prompt Engineering, Product Roadmaps, Prompt Engineering Tools, Persona (User Experience), Competitive Analysis, Sprint Planning, Agile Product Development, Backlogs, Persona Development, Market Opportunities, Product Management, Product Strategy, Jira (Software), User Story, Market Analysis, Agile Methodology, Product Planning, AI Enablement, Product Requirements
Intermediate · Course · 1 - 3 Months

University of Washington
Skills you'll gain: Negotiation, Events and Conferences, Event Planning, Event Management, Communication Strategies, Business Writing, Business Communication, Verbal Communication Skills, Planning, Oral Expression, Writing, Proposal Development, Oral Comprehension, Decision Making, Language Competency, Customer Complaint Resolution, Vocabulary
★ 4.8 (624) · Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Data Quality, Data-Driven Marketing, Data Cleansing, Marketing Analytics, Data Validation, Data Integrity, Data Maintenance, Data Wrangling, Exploratory Data Analysis, Quality Assessment, Campaign Management, Technical Communication, Data Processing, Statistical Reporting, Data Analysis, Stakeholder Communications, Benchmarking, Business Priorities, Microsoft Excel, SQL
Beginner · Course · 1 - 4 Weeks