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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


  • Status: Free
    Free
    C

    Coursera

    Machine Learning Pipelines with Azure ML Studio

    Skills you'll gain: Model Deployment, Decision Tree Learning, Applied Machine Learning, Predictive Modeling, Machine Learning Software, Microsoft Azure, No-Code Development, Machine Learning, Data Preprocessing, Predictive Analytics, Model Training, Cloud Deployment, Feature Engineering, Machine Learning Algorithms, Model Evaluation, Data Science, Data Analysis, Classification Algorithms

    4.5
    Rating, 4.5 out of 5 stars
    ·
    831 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • Status: Free Trial
    Free Trial
    U

    University of Cambridge

    The neuropsychology of decision making

    Skills you'll gain: Human Development, Psychology, Neurology, Decision Intelligence, Psychiatry, Mental and Behavioral Health Specialties, Child Development, Mental Health Diseases and Disorders, Anatomy, Physiology, Biology

    4.3
    Rating, 4.3 out of 5 stars
    ·
    34 reviews

    Mixed · Course · 1 - 3 Months

  • C

    Coursera

    TensorFlow Prediction: Identify Penguin Species

    Skills you'll gain: Model Evaluation, Data Preprocessing, Model Training, Tensorflow, Applied Machine Learning, Feature Engineering, Decision Tree Learning, Data Cleansing, Machine Learning, Predictive Modeling, Random Forest Algorithm, Pandas (Python Package), Data Analysis

    Intermediate · Guided Project · Less Than 2 Hours

  • Status: New
    New
    Status: Preview
    Preview
    E

    EDUCBA

    Apply Marketing Analytics for Data-Driven Decisions

    Skills you'll gain: Data-Driven Marketing, Resource Allocation, Customer Insights, Target Market, Customer Relationship Management, Customer Engagement, Analytical Skills, Target Audience, Analytics, Statistical Modeling, Estimation

    Beginner · Course · 1 - 4 Weeks

  • Status: New
    New
    Status: Preview
    Preview
    E

    EDUCBA

    Apply Business & Data Analytics for Smarter Decisions

    Skills you'll gain: Analytical Skills, Data Literacy, Data Preprocessing

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    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
    Rating, 4.6 out of 5 stars
    ·
    138 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    U

    University of Maryland, College Park

    Making Evidence-Based Strategic Decisions

    Skills you'll gain: Data-Driven Decision-Making, Data Strategy, Data Literacy, Business Transformation, Digital Transformation, Business Analytics, Strategic Decision-Making, Analytics, Microsoft Power Platform, Data Quality, No-Code Development, Big Data, Strategic Leadership, Advanced Analytics, Business Modeling, Artificial Intelligence, Competitive Analysis, Employee Engagement, Strategic Communication, Deep Learning

    Beginner · Course · 1 - 3 Months

  • Status: New
    New
    Status: Free Trial
    Free Trial
    M

    Microsoft

    Data-Driven Decision Making in Account Management

    Skills you'll gain: Key Performance Indicators (KPIs), Performance Analysis, Performance Metric, Financial Management, Financial Data, Performance Measurement, Account Strategy, Data Analysis, Account Management, Analytics, Data-Driven Decision-Making, Customer Analysis, Data Visualization Software, Customer Data Management, Power BI, Customer Insights, Financial Analysis, Budgeting, Financial Forecasting, Microsoft Copilot

    Advanced · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    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

  • Status: New
    New
    Status: Preview
    Preview
    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

  • Status: Free Trial
    Free Trial
    D

    Duke University

    Data Science for Agile Decision-Making

    Skills you'll gain: Data-Driven Decision-Making, Data Strategy, Strategic Decision-Making, Business Analytics, Business Intelligence, Analytics, Data Literacy, Decision Making, Forecasting, Data Science, Operational Analysis, Data Analysis, Market Intelligence, Predictive Analytics, Artificial Intelligence

    4.5
    Rating, 4.5 out of 5 stars
    ·
    13 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    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

1…789…305

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

  • Machine Learning Pipelines with Azure ML Studio: Coursera
  • The neuropsychology of decision making: University of Cambridge
  • TensorFlow Prediction: Identify Penguin Species: Coursera
  • Apply Marketing Analytics for Data-Driven Decisions: EDUCBA
  • Apply Business & Data Analytics for Smarter Decisions: EDUCBA
  • Applied Analytics and Data for Decision Making: University at Buffalo
  • Making Evidence-Based Strategic Decisions: University of Maryland, College Park
  • Data-Driven Decision Making in Account Management: Microsoft
  • Data Science Decisions in Time: Using Causal Information: Johns Hopkins University
  • AI in Clinical Decision Support & Diagnostics: Starweaver

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