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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


  • S

    Starweaver

    AI in Clinical Decision Support & Diagnostics

    Skills you'll gain: Health Technology, Healthcare Ethics, Clinical Informatics, Medical Imaging, Diagnostic Radiology, Clinical Documentation, Radiology, Clinical Nursing, Data Ethics, Responsible AI, Clinical Practices, Image Analysis, Health Informatics, X-Ray Computed Tomography, Clinical Research, Risking, AI literacy, Predictive Analytics, Decision Support Systems, AI Personalization

    Intermediate · Course · 1 - 3 Months

  • L

    LearnQuest

    Decision-Making in Dynamic Environments

    Skills you'll gain: Reinforcement Learning, Decision Intelligence, Responsible AI, Agentic systems, Data Ethics, Artificial Intelligence, Machine Learning Methods, Distributed Computing, AI Security, Model Training

    Beginner · Course · 1 - 4 Weeks

  • C

    Coursera

    Interpretable Machine Learning Applications: Part 1

    Skills you'll gain: Model Training, Feature Engineering, Classification And Regression Tree (CART), Decision Tree Learning, Applied Machine Learning, Model Evaluation, Random Forest Algorithm, Responsible AI, Predictive Modeling, Data Preprocessing, Data Import/Export, Machine Learning, Classification Algorithms

    ★ 4.5 (102) · Beginner · Guided Project · Less Than 2 Hours

  • U

    University at Buffalo

    Applied Analytics and Data for Decision Making

    Skills you'll gain: Data Literacy, Data Ethics, Data-Driven Decision-Making, Analytics, Root Cause Analysis, Lean Methodologies, Six Sigma Methodology, Data Analysis, Operations, Operational Excellence, Case Studies, Lean Six Sigma, ISO 9000 Series, Lean Manufacturing, Quality Improvement, Process Improvement, Decision Making, Quality Management Systems, Data Quality, Data Security

    ★ 4.6 (138) · Beginner · Course · 1 - 4 Weeks

  • C

    Coursera

    AI-Augmented Decision-Making for Business Leaders

    Skills you'll gain: Business Leadership, Strategic Leadership, Data Ethics, Strategic Decision-Making, Responsible AI, Decision Intelligence, Business Strategy, Leadership, Risk Analysis, Artificial Intelligence, Business Risk Management, Risk Mitigation, Culture Transformation, AI Integrations, Stakeholder Communications, Accountability, Communication

    ★ 4.8 (14) · Beginner · Course · 1 - 4 Weeks

  • U

    University of Michigan

    Data Augmented Technology Assisted Medical Decision Making

    Skills you'll gain: Healthcare Ethics, Diagnostic Tests, Statistical Methods, Statistical Machine Learning, Patient Communication, Health Care Procedure and Regulation, Clinical Research, Model Evaluation, Data Ethics, Probability & Statistics, Health Technology, Health Informatics, Decision Intelligence, Health Policy, Responsible AI, Machine Learning, Applied Machine Learning, Artificial Intelligence, Artificial Intelligence and Machine Learning (AI/ML), Health Disparities

    Beginner · Course · 1 - 4 Weeks

  • U

    University of Colorado System

    The data to decision path for infusion of AI in healthcare

    Skills you'll gain: Decision Intelligence, Data Governance, AI Enablement, Health Informatics, Machine Learning Algorithms, Analytics, Clinical Informatics, Machine Learning Methods, Advanced Analytics, Data-Driven Decision-Making, AI Integrations, Artificial Intelligence, Artificial Intelligence and Machine Learning (AI/ML), Predictive Analytics, Applied Machine Learning, Machine Learning, Predictive Modeling, Artificial Neural Networks

    Beginner · Course · 1 - 4 Weeks

  • F

    Fundação Instituto de Administração

    Decision Making

    Skills you'll gain: Decision Making, Strategic Decision-Making, Decision Intelligence, Decision Support Systems, Risk Management, Behavioral Economics, Complex Problem Solving, AI Enablement, Risk Analysis, Organizational Strategy, Decision Tree Learning, Virtual Teams, Psychology, Probability

    Intermediate · Course · 1 - 3 Months

  • J

    Johns Hopkins University

    Data Science Decisions in Time: Using Causal Information

    Skills you'll gain: Precision Medicine, Clinical Trials, Data-Driven Decision-Making, Data Science, Strategic Decision-Making, Decision Making, Clinical Research, Health Policy, Random Forest Algorithm, Medical Science and Research, Estimation, Treatment Planning, Applied Machine Learning, A/B Testing, Machine Learning, Online Advertising

    Intermediate · Course · 1 - 3 Months

  • E

    EDUCBA

    Apply Data Analytics with Minitab for Business Decisions

    Skills you'll gain: Data-Driven Decision-Making, Regression Analysis, Descriptive Statistics, Statistical Hypothesis Testing, Case Studies, Business Analytics, Strategic Decision-Making, Minitab, Analytics, Data Analysis, Statistical Analysis, Probability & Statistics, Microsoft Excel, Descriptive Analytics, Correlation Analysis, Data Analysis Software, Statistical Methods, Analysis, Statistical Software

    Beginner · Course · 1 - 4 Weeks

  • J

    Johns Hopkins University

    Data Science Decisions in Time:Sequential Hypothesis Testing

    Skills you'll gain: Bioinformatics, Image Analysis, Bayesian Statistics, Biostatistics, Data Science, Data-Driven Decision-Making, Data Structures, Statistical Hypothesis Testing, A/B Testing, Reinforcement Learning, Precision Medicine, Statistical Methods, Computer Vision, Algorithms, Statistical Inference, Clinical Trials, Magnetic Resonance Imaging, Program Development, Probability Distribution, Medical Imaging

    Intermediate · Course · 1 - 3 Months

  • J

    Johns Hopkins University

    Data Science Decisions in Time: Information Theory & Games

    Skills you'll gain: Game Theory, Cyber Security Strategy, Data-Driven Decision-Making, Decision Intelligence, Cybersecurity, Data Science, Algorithms, Machine Learning

    Intermediate · Course · 1 - 3 Months

1…8910…311

In summary, here are 10 of our most popular decision tree courses

  • AI in Clinical Decision Support & Diagnostics: Starweaver
  • Decision-Making in Dynamic Environments: LearnQuest
  • Interpretable Machine Learning Applications: Part 1: Coursera
  • Applied Analytics and Data for Decision Making: University at Buffalo
  • AI-Augmented Decision-Making for Business Leaders: Coursera
  • Data Augmented Technology Assisted Medical Decision Making : University of Michigan
  • The data to decision path for infusion of AI in healthcare: University of Colorado System
  • Decision Making: Fundação Instituto de Administração
  • Data Science Decisions in Time: Using Causal Information: Johns Hopkins University
  • Apply Data Analytics with Minitab for Business Decisions: EDUCBA

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