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
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: 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: 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 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
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 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: NewStatus: Free TrialUniversity of Michigan
Skills you'll gain: Decision Making, Systems Thinking, Problem Solving, Prompt Engineering, 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 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: Free TrialVanderbilt University
Skills you'll gain: Statistical Methods, Data Literacy, Regression Analysis, Generative AI, Descriptive Analytics, Statistical Analysis, AI literacy, Data-Driven Decision-Making, Correlation Analysis, Technical Communication, Data Visualization, Data Analysis, Exploratory Data Analysis, Statistical Visualization, Scatter Plots, Descriptive Statistics, Statistical Hypothesis Testing, Predictive Analytics, Data Presentation, Data Storytelling
Status: Free TrialSkills you'll gain: Feature Engineering, Decision Tree Learning, Applied Machine Learning, Supervised Learning, Advanced Analytics, Statistical Machine Learning, Machine Learning, Machine Learning Algorithms, Unsupervised Learning, Analytics, Model Training, Random Forest Algorithm, Model Optimization, Predictive Modeling, Model Evaluation, Python Programming, Performance Tuning, Classification Algorithms
Status: Free TrialUniversity of Minnesota
Skills you'll gain: Time Series Analysis and Forecasting, Model Evaluation, Simulations, Operations Research, Probability Distribution, Mathematical Modeling, Supply Chain Planning, Supply Chain, Probability, Predictive Modeling, Statistical Methods, Data Preprocessing, Transportation, Supply Chain, and Logistics, Business Modeling, Simulation and Simulation Software, Model Training, Business Analytics, Workforce Management, Analytics, Predictive Analytics
In summary, here are 10 of our most popular decision tree courses
- Decision Tree Classifier for Beginners in R:Â Coursera
- Supervised Machine Learning: Classification:Â IBM
- Classification Trees in Python, From Start To Finish:Â Coursera
- Build & Evaluate Decision Trees for ML:Â Coursera
- Critical Thinking for Decision Making:Â Creo Incubator
- Rethink How You Decide with AI:Â University of Michigan
- Applied AI: Data Analysis, Workflows, and Decisions:Â University of Michigan
- AI-Powered Decision Intelligence:Â Edureka
- Google Data-Driven Decision Making:Â Google
- From Data To Decision With AI:Â Vanderbilt University
