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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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    O.P. Jindal Global University

    Prescriptive Analytics

    Skills you'll gain: Machine Learning Methods, Network Model, Operations Research, Mathematical Modeling, Microsoft Excel, Business Analytics, Applied Machine Learning, Classification Algorithms, Analytics, Analytical Skills, Operational Analysis, Data-Driven Decision-Making, Process Optimization, Predictive Modeling, Spreadsheet Software, Team Building, Network Routing, Model Evaluation, Model Optimization, Case Studies

    Build toward a degree

    Beginner · Course · 3 - 6 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, Risk Modeling, Decision Tree Learning, Credit Risk, Model Training, Predictive Analytics, Random Forest Algorithm, Feature Engineering, Logistic Regression, Statistical Machine Learning, Data-Driven Decision-Making, Model Optimization, Applied Machine Learning, Scikit Learn (Machine Learning Library), Machine Learning Methods

    Mixed · Course · 1 - 4 Weeks

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    Universidad de Palermo

    Inteligencia Artificial para decisiones empresariales

    Skills you'll gain: Responsible AI, Data Ethics, Business Intelligence, Organizational Leadership, Business Analytics, Generative AI, Culture Transformation, AI Security, Data-Driven Decision-Making, Data Management, Artificial Intelligence, Natural Language Processing, Strategic Decision-Making, Analytics, Business Transformation, Predictive Modeling, Innovation, Organizational Change, Data Science, IT Service Management

    4.4
    Rating, 4.4 out of 5 stars
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    30 reviews

    Beginner · Course · 1 - 4 Weeks

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    Arizona State University

    Decision-Making

    Skills you'll gain: Decision Making, Decisiveness, Complex Problem Solving, Problem Solving, Creative Problem-Solving, Ethical Standards And Conduct, Resourcefulness, Risk Analysis, Social Impact, Risk Management, Analysis, Resource Management

    4.6
    Rating, 4.6 out of 5 stars
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    71 reviews

    Beginner · Course · 1 - 3 Months

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    Edureka

    AI for Strategic Decision Intelligence

    Skills you'll gain: Decision Intelligence, Data Storytelling, Predictive Modeling, Data Visualization, Responsible AI, Predictive Analytics, Business Intelligence, Strategic Decision-Making, Data-Driven Decision-Making, Decision Making, Artificial Intelligence and Machine Learning (AI/ML), Business Marketing, Scikit Learn (Machine Learning Library), Network Analysis, Natural Language Processing, Python Programming, Text Mining, Reinforcement Learning, Data Security, Security Awareness

    Beginner · Course · 1 - 4 Weeks

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    EDUCBA

    Master Decision Trees in R: Build, Predict & Evaluate

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

    Mixed · Course · 1 - 4 Weeks

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    Edureka

    Automating Decision Workflows with AI

    Skills you'll gain: Responsible AI, Generative AI Agents, Agentic Workflows, AI Workflows, Agentic systems, Business Process Automation, Real Time Data, MLOps (Machine Learning Operations), AI Personalization, IT Automation, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, No-Code Development, Cloud-Based Integration, Business Transformation, Cloud API, Python Programming, Data Analysis, Restful API, API Design

    Intermediate · Course · 1 - 4 Weeks

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    Edureka

    Building and Optimizing Decision Systems

    Skills you'll gain: Decision Intelligence, Responsible AI, Decision Support Systems, Strategic Decision-Making, Operational Efficiency, Predictive Modeling, Process Optimization, 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

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    Coursera

    Make Data Decisions

    Skills you'll gain: Decision Making, Human Resource Management, Human Resource Strategy, Human Resources, People Analytics, Critical Thinking, Strategic Decision-Making, Data-Driven Decision-Making, Performance Appraisal, Prompt Engineering, Oral Expression, Employee Performance Management, Data Analysis, Strategic Prioritization, Performance Measurement, Performance Metric, Performance Analysis, ChatGPT, Business Acumen, Presentations

    Beginner · Course · 1 - 4 Weeks

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    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

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    Coursera

    Decide with Data: Boost Patient Outcomes

    Skills you'll gain: Health Informatics, Data Analysis, Clinical Informatics, Patient-centered Care, Analytics, Descriptive Analytics, Data Literacy, Data-Driven Decision-Making, Analytical Skills, Decision Intelligence, Statistical Methods, Statistics

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
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    U

    University of Minnesota

    Analytics for Decision Making

    Skills you'll gain: Time Series Analysis and Forecasting, Model Evaluation, Simulations, Operations Research, Probability Distribution, Mathematical Modeling, Supply Chain Planning, Supply Chain, Probability, Predictive Modeling, Statistical Methods, Data Preprocessing, Transportation, Supply Chain, and Logistics, Business Modeling, Simulation and Simulation Software, Model Training, Business Analytics, Workforce Management, Analytics, Predictive Analytics

    4.7
    Rating, 4.7 out of 5 stars
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    303 reviews

    Beginner · Specialization · 3 - 6 Months

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

  • Prescriptive Analytics: O.P. Jindal Global University
  • Credit Default Prediction with Python: Apply & Analyze: EDUCBA
  • Inteligencia Artificial para decisiones empresariales: Universidad de Palermo
  • Decision-Making: Arizona State University
  • AI for Strategic Decision Intelligence: Edureka
  • Master Decision Trees in R: Build, Predict & Evaluate: EDUCBA
  • Automating Decision Workflows with AI: Edureka
  • Building and Optimizing Decision Systems: Edureka
  • Make Data Decisions: Coursera
  • Product Analytics for Prioritization & Data-Driven Decisions: Coursera

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