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.

Tecnológico de Monterrey
Skills you'll gain: Critical Thinking, Independent Thinking, Decision Making, Strategic Decision-Making, Systems Thinking, Complex Problem Solving, Creative Thinking, Analysis, Ethical Standards And Conduct, Research
Intermediate · Course · 1 - 4 Weeks

Vanderbilt University
Skills you'll gain: Strategic Decision-Making, Strategic Thinking, Generative AI Agents, Procurement, Generative AI, Competitive Intelligence, Due Diligence, Business Research, Data-Driven Decision-Making, Leadership, Market Intelligence, Cross-Functional Collaboration, Technical Consulting, Talent Acquisition, Technology Strategies, Agentic systems, Business Ethics
Beginner · Course · 1 - 4 Weeks
Duke University
Skills you'll gain: Pandas (Python Package), Bash (Scripting Language), Version Control, Jupyter, Linux Commands, Git (Version Control System), Shell Script, Linux, Web Scraping, Linux Administration, Data Manipulation, MySQL, Microservices, AWS SageMaker, SQL, JSON, Cloud Engineering, Python Programming, Big Data, Data Science
Beginner · Specialization · 3 - 6 Months

LearnQuest
Skills you'll gain: Package and Software Management, Linux Administration, Linux, Linux Commands, Virtual Private Networks (VPN), Linux Servers, System Monitoring, Operating System Administration, Public Key Infrastructure, Ubuntu, Version Control, File Management, Command-Line Interface, Intrusion Detection and Prevention, Git (Version Control System), File Systems, User Accounts, Firewall, Cloud Computing Architecture, DevOps
Beginner · Specialization · 3 - 6 Months

Arizona State University
Skills you'll gain: Business Ethics, Negotiation, Purchasing, Business Writing, Business Communication, Decision Making, Forecasting, Auditing, Communication, Budgeting, Influencing, Vocabulary, English Language, Leadership, Financial Acumen, Presentations, Business Economics, Communication Strategies, Finance
Mixed · Course · 1 - 3 Months

The State University of New York
Skills you'll gain: Child Development, Childhood Education and Development, Working With Children, Teaching, Family Support, Parent Communication, Cultural Diversity, Diversity Awareness, Classroom Management, Behavior Management, Positive Behavior Support, Curriculum Development, Policy Development, Rapport Building, Creativity, Data Collection, Communication
Beginner · Course · 1 - 3 Months

Google Cloud
Skills you'll gain: Looker (Software), Dashboard, Data Visualization Software, Data Analysis, Data Sharing, Data Presentation, Data Manipulation, Data Import/Export
Beginner · Course · 1 - 3 Months

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: 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 Illinois Urbana-Champaign
Skills you'll gain: Anomaly Detection, Feature Engineering, Data Ethics, Machine Learning Algorithms, Machine Learning, Statistical Machine Learning, Applied Machine Learning, Supervised Learning, Unsupervised Learning, Scikit Learn (Machine Learning Library), Decision Tree Learning, Exploratory Data Analysis, Regression Analysis, Data Processing
Beginner · Course · 1 - 3 Months

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