Decision Tree Courses
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.
Popular Decision Tree Courses and Certifications
Status: Free TrialSkills you'll gain: Classification Algorithms, Supervised Learning, Model Evaluation, Data Preprocessing, Logistic Regression, Machine Learning Algorithms, Decision Tree Learning, Applied Machine Learning, Model Training, Statistical Machine Learning, Predictive Modeling, Business Logic, Machine Learning Methods, Scikit Learn (Machine Learning Library), Data Cleansing, Machine Learning, Regression Analysis, Random Forest Algorithm, Model Optimization, Sampling (Statistics)
Skills you'll gain: Model Evaluation, Model Training, Classification And Regression Tree (CART), Decision Tree Learning, Data Preprocessing, R (Software), Statistical Modeling, R Programming, Supervised Learning, Machine Learning
Status: NewStatus: Free TrialCreo Incubator
Skills you'll gain: Critical Thinking, Critical Thinking and Problem Solving, Analytical Skills, Analysis, Problem Solving, Decision Making, Habit Formation, Curiosity, Complex Problem Solving, Open Mindset, Gap Analysis
Status: NewStatus: Free TrialSkills you'll gain: Model Evaluation, Decision Tree Learning, Classification Algorithms, Model Training, Applied Machine Learning, Java, Java Programming, Model Optimization, Predictive Modeling, Machine Learning Software, Supervised Learning, Technical Communication, Fine-tuning, Tree Maps, MLOps (Machine Learning Operations), Machine Learning Algorithms, Algorithms
Skills you'll gain: Classification And Regression Tree (CART), Decision Tree Learning, Data Preprocessing, Data Transformation, Supervised Learning, Predictive Modeling, Feature Engineering, Scikit Learn (Machine Learning Library), Classification Algorithms, Applied Machine Learning, Model Evaluation, Model Training
Status: NewStatus: Free TrialUniversity of Michigan
Skills you'll gain: Decision Intelligence, Decision Making, Independent Thinking, AI Personalization, AI literacy, AI Enablement, Strategic Decision-Making, Critical Thinking and Problem Solving, Personal Development, Critical Thinking, Problem Solving, Adaptability, Generative AI, Strategic Thinking, Business Priorities, Cost Benefit Analysis
What brings you to Coursera today?
Status: Free TrialSkills you'll gain: Data Visualization, Data Ethics, Dashboard Creation, Data Presentation, Performance Measurement, Data Analysis, Tableau Software, Data Integrity, Stakeholder Engagement, Data Storytelling, Analysis, Communication Strategies, Prompt Patterns, Statistical Methods, Analytics, Data Infrastructure, Stakeholder Communications, Visual Design, Spreadsheet Software, Verbal Communication Skills
Status: NewStatus: Free TrialMultiple educators
Skills you'll gain: Machine Learning, Decision Intelligence, Machine Learning Algorithms, Organizational Leadership, Plan Execution, AI Integrations, AI literacy, Organizational Strategy, Team Leadership, Artificial Neural Networks, Business Strategy, Leadership, Governance, Risk Analysis, Corporate Strategy, Law, Regulation, and Compliance, Convolutional Neural Networks, Model Evaluation, Auditing, Risk Management Framework
Status: NewStatus: Free TrialUniversity of Michigan
Skills you'll gain: Decision Making, Systems Thinking, Problem Solving, Record Keeping, Cost Benefit Analysis
Status: Free TrialSkills you'll gain: Decision Intelligence, Responsible AI, Generative AI Agents, Predictive Modeling, Agentic Workflows, Decision Support Systems, Business Intelligence, Data-Driven Decision-Making, Strategic Decision-Making, Decision Making, Business Analytics, Agentic systems, MLOps (Machine Learning Operations), Forecasting, Data Storytelling, Predictive Analytics, Machine Learning, Scikit Learn (Machine Learning Library), Data Security, Text Mining
Status: Free TrialDuke University
Skills you'll gain: Strategic Decision-Making, Dealing With Ambiguity, Performance Metric, Decisiveness, Performance Analysis, Performance Measurement, Adaptability, Customer Demand Planning, Decision Making, Strategic Prioritization, Dashboard, Data-Driven Decision-Making, Market Opportunities, Data Strategy, Business Analytics, Data Science, Data Analysis, Operational Efficiency, Risk Management, Change Management
Status: Free TrialUniversity at Buffalo
Skills you'll gain: Data Storytelling, Statistical Process Controls, Data Literacy, Process Mapping, Data Ethics, Data Analysis Software, Data Visualization, Data Presentation, Performance Improvement, Data-Driven Decision-Making, Data Collection, Process Improvement, Process Improvement and Optimization, Data Visualization Software, Business Process, Business Process Improvement, Business Analytics, Analytics, Root Cause Analysis, Lean Methodologies
In summary, here are 10 of our most popular decision tree courses
- Supervised Machine Learning: Classification:Â IBM
- Decision Tree Classifier for Beginners in R:Â Coursera
- Critical Thinking for Decision Making:Â Creo Incubator
- Build & Evaluate Decision Trees for ML:Â Coursera
- Classification Trees in Python, From Start To Finish:Â Coursera
- Rethink How You Decide with AI:Â University of Michigan
- Google Data-Driven Decision Making:Â Google
- AI Foundations for Executive Decision-Making:Â Coursera
- Applied AI: Data Analysis, Workflows, and Decisions:Â University of Michigan
- AI-Powered Decision Intelligence:Â Edureka
