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.

O.P. Jindal Global University
Skills you'll gain: Social Sciences, Psychology, Social Skills, Social Justice, Environmental Issue, Interpersonal Communications, Emotional Intelligence, Sustainable Development, Legal Proceedings, Critical Thinking
★ 4.2 (6) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Process Mapping, Six Sigma Methodology, Lean Six Sigma, Quality Improvement, Organizational Change, Lean Methodologies, Statistical Hypothesis Testing, Process Improvement and Optimization, Lean Manufacturing, Organizational Leadership, Quality Management, Process Analysis, Process Improvement, Correlation Analysis, Project Scoping, Kaizen Methodology, Data-Driven Decision-Making, Root Cause Analysis, Statistical Analysis, Quality Monitoring
★ 5 (75) · Beginner · Specialization · 1 - 3 Months

Skills you'll gain: GitHub Copilot, Test Case, Version Control, Code Review, Integrated Development Environments, Software Versioning, Software Documentation, AI Enablement, Program Development, Development Environment, Project Planning, Project Management, Debugging
★ 4.3 (47) · Beginner · Course · 1 - 4 Weeks

Fundação Instituto de Administração
Skills you'll gain: Innovation, Design Thinking, Business Modeling, Entrepreneurship, Creativity, Fundraising, Ideation, Creative Problem-Solving, Sales Presentations, Creative Thinking, Professional Networking, Product Development, Decision Making, Presentations, Value Propositions
★ 4.9 (15) · Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Matplotlib, Web Scraping, Pivot Tables And Charts, Pandas (Python Package), Data Integration, Statistical Visualization, Data Manipulation, Exploratory Data Analysis, Data Wrangling, Data Visualization, Data-Driven Decision-Making, Data Transformation, Data Presentation, Data Processing, Data Cleansing, Data Preprocessing, Statistical Analysis, Seaborn, NumPy, Python Programming
★ 4.5 (40) · Beginner · Specialization · 3 - 6 Months

National Taiwan University
Skills you'll gain: Supply Chain Management, Game Theory, Economics, Business Research, Forecasting, Competitive Analysis, Business Analysis, Business Strategy, Business Modeling, Strategic Decision-Making, Business Risk Management, Decision Making
★ 4.7 (22) · Intermediate · Course · 1 - 3 Months

University of Michigan
Skills you'll gain: Critical Thinking, Independent Thinking, AI literacy, Generative AI, Responsible AI, AI powered creativity, Decision Making, AI Personalization
★ 4.6 (7) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Exploratory Data Analysis, Spatial Data Analysis, Tree Maps, Plot (Graphics), Plotly, Data Analysis, Data Visualization, Statistical Visualization, Interactive Data Visualization, Data Visualization Software, Jupyter, Statistical Analysis, Quantitative Research, Pandas (Python Package)
★ 4.9 (10) · Intermediate · Guided Project · Less Than 2 Hours

Skills you'll gain: Strategic Decision-Making, Corporate Strategy, Business Strategies, Business Strategy, Business Ethics, Organizational Strategy, Strategic Leadership, Business Planning, Growth Strategies, Decision Making, Strategic Thinking, Strategic Prioritization, Plan Execution, Strategic Planning, Ethical Standards And Conduct, Management Information Systems, Stakeholder Management, Business Administration, Operational Efficiency, Business
★ 4.8 (38) · Beginner · Specialization · 3 - 6 Months

Johns Hopkins University
Skills you'll gain: Model Evaluation, Unsupervised Learning, Applied Machine Learning, Dimensionality Reduction, Reinforcement Learning, Machine Learning Methods, Regression Analysis, Machine Learning, Data Mining, Machine Learning Algorithms, Predictive Modeling, Random Forest Algorithm, Decision Tree Learning, Model Optimization, Logistic Regression, Classification Algorithms
Intermediate · Course · 1 - 3 Months

Board Infinity
Skills you'll gain: Critical Thinking and Problem Solving, Logical Reasoning, Analytical Skills, Deductive Reasoning, Critical Thinking, Problem Solving, Complex Problem Solving, Computational Logic, Applied Mathematics, Combinatorics, Geometry, Arithmetic
★ 2.7 (6) · Beginner · Course · 1 - 3 Months

Skillshare
Skills you'll gain: Photography, Photo Editing, Post-Production, Creativity, Photo/Video Production and Technology, Visual Storytelling, Editing, Creative Design, Storytelling, Aesthetics, Image Quality, Personal Development, Ethical Standards And Conduct, Resourcefulness, Resilience, Overcoming Obstacles, Decision Making, Adaptability, Interpersonal Communications
★ 4.7 (9) · Beginner · Specialization · 3 - 6 Months