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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


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    U

    University of Leeds

    Introduction to Technology-Assisted Decision-Making

    Skills you'll gain: Resource Allocation, Production Planning, Graph Theory, Data-Driven Decision-Making, Production Schedule, Decision Making, Mathematical Modeling, Network Planning And Design, Mathematical Software, Model Optimization, Computational Logic, Algorithms, Cryptography

    4.8
    Rating, 4.8 out of 5 stars
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    15 reviews

    Beginner · Course · 1 - 4 Weeks

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    Coursera

    Drive Product Success with Data Decisions

    Skills you'll gain: Data-Driven Decision-Making, Prioritization, Business Writing, Strategic Decision-Making, Report Writing, Strategic Prioritization, Data Storytelling, Business Priorities, Data Analysis, Product Roadmaps, Writing, Strategic Thinking, Decision Making, Analytical Skills, Strategic Communication, Risk Analysis, Product Improvement, Resource Allocation, Trend Analysis, Project Estimation

    Intermediate · Course · 1 - 4 Weeks

  • Status: Preview
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    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

  • Status: Free Trial
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    U

    University of Glasgow

    Data-Driven Decision Making for Leaders

    Skills you'll gain: Data Literacy, Case Studies, Data-Driven Decision-Making, Strategic Decision-Making, Decision Making, Data Quality, Crisis Management, Leadership, Strategic Leadership, Leadership Development, Data Validation, Data Management, Leadership and Management, Analytical Skills, Digital Transformation, Agile Methodology

    4.7
    Rating, 4.7 out of 5 stars
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    11 reviews

    Intermediate · Course · 1 - 4 Weeks

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    E

    EDUCBA

    Analyze and Predict Card Purchases Using R

    Skills you'll gain: Predictive Modeling, Model Evaluation, Predictive Analytics, Classification And Regression Tree (CART), Statistical Modeling, Risk Modeling, Decision Tree Learning, Data Analysis, R Programming, Model Training, Logistic Regression, Feature Engineering, Model Deployment, Data Import/Export, Data Validation, Exploratory Data Analysis, Data Persistence, Data Preprocessing, Model Optimization, Scientific Visualization

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
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    P

    Packt

    Delivering Value and Managing Stakeholders in Agile

    Skills you'll gain: Agile Project Management, Project Risk Management, Agile Methodology, Risk Management, Stakeholder Management, Team Leadership, User Story, Leadership and Management, Agile Product Development, Stakeholder Engagement, Leadership, Risk Analysis, Stakeholder Communications, Conflict Management, Earned Value Management, Stakeholder Analysis, Solution Delivery, Communication, Interpersonal Communications, Contract Management

    4.2
    Rating, 4.2 out of 5 stars
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    6 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: New
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    Coursera

    Predictive Models for Financial Risk

    Skills you'll gain: Classification And Regression Tree (CART), Decision Tree Learning, Supervised Learning, Predictive Modeling, Risk Modeling, Financial Data, Predictive Analytics, Statistical Machine Learning, Applied Machine Learning, Workflow Management, Data Validation, Data Preprocessing, Data Ethics, Model Evaluation, Model Training, Business Reporting, Responsible AI, Performance Reporting, Business Ethics, Business Communication

    Intermediate · Course · 1 - 4 Weeks

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    E

    EDUCBA

    Predictive Analytics with SAS: Build & Deploy Models

    Skills you'll gain: SAS (Software), Model Deployment, Model Evaluation, Predictive Analytics, Predictive Modeling, Advanced Analytics, Regression Analysis, Statistical Modeling, Business Analytics, Data Preprocessing, Data-Driven Decision-Making, Data Mining, Feature Engineering, Model Training, Statistical Methods, Statistical Analysis, Decision Tree Learning, Data Transformation, Model Optimization, Artificial Neural Networks

    Mixed · Course · 1 - 3 Months

  • Status: Free Trial
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    U

    University of Cambridge

    The science of mind and decision making

    Skills you'll gain: Childhood Education and Development, Human Learning, Child Development, Psychology, Empathy & Emotional Intelligence, Sensory Systems Analysis, Teaching, Decision Making, Learning Theory, Instructional Strategies, K-12 pedagogy, Pedagogy, Learning Strategies, Developmental Disabilities, Empathy, Neurology, Magnetic Resonance Imaging, Electrophysiology, Human Development, Decision Intelligence

    4.6
    Rating, 4.6 out of 5 stars
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    161 reviews

    Beginner · Specialization · 3 - 6 Months

  • Status: Free Trial
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    U

    University of California, Irvine

    The Merkle Tree and Cryptocurrencies

    Skills you'll gain: Blockchain, Cryptography, Data Integrity, Encryption, Cryptographic Protocols, FinTech, Transaction Processing, Data Structures, Verification And Validation

    4.8
    Rating, 4.8 out of 5 stars
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    26 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: New
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    C

    Coursera

    Solve Tree Problems with Java Recursion

    Skills you'll gain: Performance Tuning, Java, Memory Management, Computational Thinking, Algorithms, Java Programming, Data Structures, Scalability, Programming Principles, Debugging, Management Consulting, Mitigation, Project Implementation

    Advanced · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    U

    University of California, Irvine

    Effective Problem-Solving and Decision-Making

    Skills you'll gain: Creative Thinking, Performance Measurement, Teamwork, Performance Metric, Open Mindset, Organizational Strategy, Team Collaboration

    4.6
    Rating, 4.6 out of 5 stars
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    7.6K reviews

    Beginner · Course · 1 - 4 Weeks

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

  • Introduction to Technology-Assisted Decision-Making: University of Leeds
  • Drive Product Success with Data Decisions: Coursera
  • Data Augmented Technology Assisted Medical Decision Making : University of Michigan
  • Data-Driven Decision Making for Leaders: University of Glasgow
  • Analyze and Predict Card Purchases Using R: EDUCBA
  • Delivering Value and Managing Stakeholders in Agile: Packt
  • Predictive Models for Financial Risk: Coursera
  • Predictive Analytics with SAS: Build & Deploy Models: EDUCBA
  • The science of mind and decision making: University of Cambridge
  • The Merkle Tree and Cryptocurrencies: University of California, Irvine

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