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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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    EDUCBA

    Master Decision Trees in R: Build, Predict & Evaluate

    Skills you'll gain: Model Evaluation, Supervised Learning, Data Preprocessing, Data-Driven Decision-Making, Statistical Modeling, Classification Algorithms, Plot (Graphics)

    Mixed · Course · 1 - 4 Weeks

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    University of Cambridge

    The neuropsychology of decision making

    Skills you'll gain: Human Development, Psychology, Neurology, Child Development, Mental Health Diseases and Disorders, Anatomy, Physiology, Biology, Research

    4.1
    Rating, 4.1 out of 5 stars
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    27 reviews

    Mixed · Course · 1 - 3 Months

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    CertNexus

    Build Decision Trees, SVMs, and Artificial Neural Networks

    Skills you'll gain: 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, Natural Language Processing

    4.9
    Rating, 4.9 out of 5 stars
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    14 reviews

    Intermediate · Course · 1 - 3 Months

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    EDUCBA

    Credit Default Prediction with Python: Apply & Analyze

    Skills you'll gain: Model Evaluation, Exploratory Data Analysis, Data Preprocessing, Predictive Modeling, Decision Tree Learning, Credit Risk, Random Forest Algorithm, Feature Engineering, Financial Modeling, Logistic Regression, Data Analysis, Statistical Machine Learning, Applied Machine Learning, Scikit Learn (Machine Learning Library), Pandas (Python Package), Machine Learning Methods, Classification Algorithms

    Mixed · Course · 1 - 4 Weeks

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    Coursera

    Solve Tree Problems with Java Recursion

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

    Advanced · Course · 1 - 4 Weeks

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    Coursera

    Microsoft Copilot for Power BI: AI-Powered Report Insights

    Skills you'll gain: Data Analysis Expressions (DAX), Power BI, Microsoft Power Platform, Dashboard, Data Modeling, Business Intelligence, Microsoft Excel, Microsoft Copilot, Data Integration, Interactive Data Visualization, Data-Driven Decision-Making, Performance Reporting, Data Transformation, Data Cleansing, ChatGPT

    Intermediate · Course · 1 - 4 Weeks

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    Packt

    Agile Technology Selection for Smarter Decisions

    Skills you'll gain: User Requirements Documents, Technology Strategies, Technology Solutions, Requirements Analysis, Product Requirements, Agile Product Development, Agile Methodology, Business Requirements, Decision Making, Cross-Functional Team Leadership, Request for Proposal, Vendor Management, Team Management, Vendor Relationship Management, Proposal Development, Product Demonstration, Return On Investment, Leadership, Procurement

    Intermediate · Course · 3 - 6 Months

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    Microsoft

    Data-Driven Decision Making in Account Management

    Skills you'll gain: Budget Management, Account Strategy, Financial Management, Key Performance Indicators (KPIs), Account Management, Budgeting, Customer Analysis, Data Integrity, Performance Analysis, Analytics, Data-Driven Decision-Making, Strategic Decision-Making, Power BI, Customer Insights, Data Analysis, Financial Analysis, Data Management, Data Collection, Microsoft Copilot, Data Processing

    Advanced · Course · 1 - 4 Weeks

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    EDUCBA

    Predictive Analytics Model for Term Deposit Investment

    Skills you'll gain: Classification And Regression Tree (CART), Model Evaluation, Predictive Analytics, Predictive Modeling, Decision Tree Learning, Data Preprocessing, Data-Driven Decision-Making, Marketing Analytics, Feature Engineering, Classification Algorithms, Financial Forecasting, Performance Tuning

    Mixed · Course · 1 - 4 Weeks

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    Sungkyunkwan University

    Machine Learning Algorithms

    Skills you'll gain: Machine Learning Algorithms, Decision Tree Learning, Classification Algorithms, Unsupervised Learning, Machine Learning, Supervised Learning, Python Programming, Algorithms, Bayesian Statistics, Probability & Statistics

    3.5
    Rating, 3.5 out of 5 stars
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    Mixed · Course · 1 - 4 Weeks

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    LearnQuest

    Decision-Making in Dynamic Environments

    Skills you'll gain: Reinforcement Learning, Responsible AI, Agentic systems, Artificial Intelligence, Machine Learning Methods, Distributed Computing, Simulations, Transfer Learning

    Beginner · Course · 1 - 4 Weeks

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    University of Glasgow

    Clinical Decision Support Systems - CDSS 4

    Skills you'll gain: Model Evaluation, Data Ethics, AI Security, Responsible AI, Healthcare Ethics, Machine Learning, Deep Learning, Information Privacy, Decision Support Systems, Health Informatics, Predictive Modeling, Artificial Intelligence, Human Centered Design, Data Security

    Intermediate · Course · 1 - 4 Weeks

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

  • Master Decision Trees in R: Build, Predict & Evaluate: EDUCBA
  • The neuropsychology of decision making: University of Cambridge
  • Build Decision Trees, SVMs, and Artificial Neural Networks: CertNexus
  • Credit Default Prediction with Python: Apply & Analyze: EDUCBA
  • Solve Tree Problems with Java Recursion: Coursera
  • Microsoft Copilot for Power BI: AI-Powered Report Insights: Coursera
  • Agile Technology Selection for Smarter Decisions: Packt
  • Data-Driven Decision Making in Account Management: Microsoft
  • Predictive Analytics Model for Term Deposit Investment: EDUCBA
  • Machine Learning Algorithms: Sungkyunkwan University

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