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.

Deep Teaching Solutions
Skills you'll gain: Deductive Reasoning, Cognitive flexibility, Logical Reasoning, Critical Thinking, Analytical Skills, Open Mindset, Systems Thinking, Problem Solving, Decision Making, Self-Awareness
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Strategic Thinking, Strategic Leadership, Teamwork, Team Leadership, Business Leadership, Team Management, Business Ethics, Organizational Leadership, Leadership, Leadership and Management, Strategic Decision-Making, Leadership Development, Critical Thinking and Problem Solving, Ethical Standards And Conduct, Decision Making
Beginner · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Global Marketing, Business Strategy, Strategic Thinking, International Relations, Strategic Decision-Making, Competitive Analysis, Strategic Planning, Business Development, Mergers & Acquisitions, Policy Analysis, Risk Management, Market Opportunities, Cultural Responsiveness, Case Studies
Build toward a degree
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Dimensionality Reduction, Classification Algorithms, Matplotlib, Machine Learning Algorithms, Unsupervised Learning, Regression Analysis, Applied Machine Learning, Pandas (Python Package), Statistical Analysis, Data Visualization, Machine Learning, Environmental Policy, Data Science, Climate Change Mitigation, Data Analysis, Supervised Learning, Decision Tree Learning, International Relations, Policy Analysis, Energy and Utilities
Intermediate · Specialization · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Medical Privacy, Health Insurance Portability And Accountability Act (HIPAA) Compliance, Data Management, Data Integrity, Health Information Management, Data Quality, Health Informatics, Medical Records, Electronic Medical Record, Personally Identifiable Information, Data-Driven Decision-Making, Clinical Documentation, Data Security
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Digital Marketing, Digital Media Strategy, Content Development and Management, Digital Advertising, Growth Strategies, Social Media, Pay Per Click Advertising, Market Analysis
Beginner · Course · 1 - 4 Weeks

University of Illinois Urbana-Champaign
Skills you'll gain: Professional Development, Business Ethics, Professionalism, Decision Making, Ethical Standards And Conduct, Personal Integrity, Trustworthiness, Communication Strategies, Communication, Problem Solving, Interpersonal Communications, Self-Awareness, Conflict Management
Beginner · Course · 1 - 3 Months

Fundação Instituto de Administração
Skills you'll gain: Innovation, Project Risk Management, Risk Management, New Product Development, Organizational Strategy, Product Development, Project Management, Project Portfolio Management, Strategic Partnership, Product Improvement, Portfolio Management, Decision Making
Build toward a degree
Mixed · Course · 1 - 4 Weeks

Corporate Finance Institute
Skills you'll gain: Classification Algorithms, Data Preprocessing, Feature Engineering, Model Evaluation, Data Import/Export, Matplotlib, Data Science, Regression Analysis, Financial Data, Data Analysis, Exploratory Data Analysis, Business Analytics, Data Cleansing, Pandas (Python Package), Machine Learning Algorithms, Statistical Visualization, Financial Analysis, Statistical Modeling, Statistical Analysis, Predictive Analytics
Advanced · Specialization · 3 - 6 Months
Skills you'll gain: Data Ethics, Responsible AI, Regulatory Compliance, Business Ethics, Compliance Management, AI Enablement, Applied Machine Learning, Project Implementation, AI Product Strategy, Business Solutions, Solution Design, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning, Model Evaluation, MLOps (Machine Learning Operations), Data-Driven Decision-Making, Machine Learning Algorithms
Intermediate · Course · 1 - 4 Weeks

Illinois Tech
Skills you'll gain: Database Design, Relational Databases, Database Management, Database Theory, Databases, SQL, Database Development, MySQL, Database Systems, Transaction Processing, Data Integrity, Database Management Systems, Stored Procedure, Data Modeling, Unified Modeling Language, Query Languages, Data Manipulation, Java, Diagram Design, Application Development
Build toward a degree
Beginner · Specialization · 3 - 6 Months

University of Michigan
Skills you'll gain: Influencing, Professional Networking, Persuasive Communication, Leadership, Relationship Building, Stakeholder Analysis, Communication, Organizational Leadership, Decision Making, Business Ethics
Mixed · Course · 1 - 4 Weeks