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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
    A

    Amazon Web Services

    Machine Learning Essentials for Business and Technical Decision Makers

    Skills you'll gain: Machine Learning Methods, Decision Intelligence, Applied Machine Learning, Machine Learning, AI Enablement, Technology Roadmaps, Data-Driven Decision-Making, Artificial Intelligence and Machine Learning (AI/ML), Business Solutions, Organizational Strategy, AI Product Strategy, Organizational Change, Product Roadmaps, Feasibility Studies, System Requirements, Business Planning, Project Planning

    4.8
    Rating, 4.8 out of 5 stars
    ·
    16 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 Literacy, Business Transformation, Digital Transformation, Business Analytics, Strategic Decision-Making, Decision Intelligence, Analytics, Microsoft Power Platform, Data Quality, AI Enablement, Big Data, Strategic Leadership, Advanced Analytics, Business Modeling, Artificial Intelligence, Competitive Analysis, Employee Engagement, Strategic Communication, Deep Learning

    Beginner · Course · 1 - 3 Months

  • Status: Preview
    Preview
    K

    Knowledge Accelerators

    Data-Driven Decisions with Power BI

    Skills you'll gain: Data Visualization, Microsoft Excel, Data Analysis, Analytics, Data-Driven Decision-Making, Microsoft 365, Data Modeling, Data Sharing, Data Science, Key Performance Indicators (KPIs)

    4.3
    Rating, 4.3 out of 5 stars
    ·
    269 reviews

    Beginner · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    C

    CertNexus

    Build Decision Trees, SVMs, and Artificial Neural Networks

    Skills you'll gain: Classification And Regression Tree (CART), Convolutional Neural Networks, Random Forest Algorithm, Recurrent Neural Networks (RNNs), Decision Tree Learning, Deep Learning, Applied Machine Learning, Artificial Neural Networks, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning Algorithms, Predictive Modeling, Supervised Learning, Computer Vision, Classification Algorithms, Model Training, Natural Language Processing

    4.9
    Rating, 4.9 out of 5 stars
    ·
    14 reviews

    Intermediate · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    G

    Google

    Make Data-Driven Decisions

    Skills you'll gain: Dashboard Creation, Data Presentation, Performance Measurement, Business Metrics, Data Storytelling, Data Visualization Software, Data Analysis Software, Small Data, Decision Making, Big Data

    5
    Rating, 5 out of 5 stars
    ·
    18 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    S

    STARWEAVER

    AI in Clinical Decision Support & Diagnostics

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

    Intermediate · Course · 1 - 3 Months

  • Status: New
    New
    Status: Preview
    Preview
    S

    Sage Publications

    Business Analytics: Data Analysis for Decisions

    Skills you'll gain: Statistical Analysis, People Analytics, Marketing Analytics, Data Ethics, Business Analytics, Data Analysis, Statistical Methods, Analytical Skills, Data Storytelling, Analysis, General Data Protection Regulation (GDPR), Statistics, Operational Analysis, Data Literacy, Data-Driven Decision-Making, Financial Analysis, Business Strategy, Data Management, Organizational Strategy, Data Collection

    Beginner · Course · 1 - 3 Months

  • Status: New
    New
    Status: Free Trial
    Free Trial
    C

    Coursera

    Product Analytics for Prioritization & Data-Driven Decisions

    Skills you'll gain: Data Storytelling, Data Presentation, Conversion Funnel Analysis, Strategic Prioritization, Web Analytics, Product Roadmaps, Business Analytics, Analytics, Predictive Modeling, Prioritization, Customer Analysis, Root Cause Analysis, Performance Analysis, Forecasting, User Flows, Performance Metric, Customer Retention, Data Capture, Resource Allocation, Statistical Methods

    Intermediate · Course · 3 - 6 Months

  • Status: Free Trial
    Free Trial
    E

    Edureka

    Building and Optimizing Decision Systems

    Skills you'll gain: Decision Intelligence, Responsible AI, Decision Support Systems, Strategic Decision-Making, AI Enablement, Operational Efficiency, Predictive Modeling, Predictive Analytics, Data-Driven Decision-Making, Data Pipelines, Business Intelligence, Data Ethics, Scenario Testing, Forecasting, Governance, Artificial Intelligence and Machine Learning (AI/ML), Data Visualization, Scikit Learn (Machine Learning Library), Python Programming, Regression Testing

    Intermediate · 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, Operational Excellence, Case Studies, Lean Six Sigma, ISO 9000 Series, Lean Manufacturing, Quality Improvement, Process Improvement, Decision Making, Quality Management Systems, Data Security, Internet Of Things

    4.6
    Rating, 4.6 out of 5 stars
    ·
    155 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    E

    EDUCBA

    Apply Business & Data Analytics for Smarter Decisions

    Skills you'll gain: Analytical Skills, Data Literacy

    Beginner · Course · 1 - 4 Weeks

  • 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
    ·
    833 reviews

    Beginner · Guided Project · Less Than 2 Hours

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

  • Machine Learning Essentials for Business and Technical Decision Makers: Amazon Web Services
  • Making Evidence-Based Strategic Decisions: University of Maryland, College Park
  • Data-Driven Decisions with Power BI: Knowledge Accelerators
  • Build Decision Trees, SVMs, and Artificial Neural Networks: CertNexus
  • Make Data-Driven Decisions: Google
  • AI in Clinical Decision Support & Diagnostics: STARWEAVER
  • Business Analytics: Data Analysis for Decisions: Sage Publications
  • Product Analytics for Prioritization & Data-Driven Decisions: Coursera
  • Building and Optimizing Decision Systems: Edureka
  • Applied Analytics and Data for Decision Making: University at Buffalo

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