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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


  • D

    Duke University

    Agile Decision-Making Frameworks

    Skills you'll gain: Strategic Decision-Making, Dealing With Ambiguity, Decisiveness, Adaptability, Decision Making, Strategic Thinking, Complex Problem Solving, Change Management, Risk Management, Culture Transformation

    ★ 4.3 (26) · Intermediate · Course · 1 - 4 Weeks

  • J

    Johns Hopkins University

    Data Science Decisions in Time: Information Theory & Games

    Skills you'll gain: Game Theory, Cyber Security Strategy, Data-Driven Decision-Making, Decision Intelligence, Cybersecurity, Data Science, Algorithms, Machine Learning

    Intermediate · Course · 1 - 3 Months

  • 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 (10) · Beginner · Course · 1 - 4 Weeks

  • N

    Northeastern University

    Economic Decision Making Part 1

    Skills you'll gain: Loans, Cash Flows, Cash Flow Forecasting, General Lending, Cost Benefit Analysis, Financial Analysis, Risk Modeling, Risk Management, Risk Analysis, Risk Mitigation, Return On Investment, Financial Modeling, Decision Making, Strategic Decision-Making, Capital Budgeting, Finance, Investments, Excel Formulas, Microsoft Excel

    Mixed · Course · 1 - 3 Months

  • K

    Khalifa University

    AI for Executives: AI for Business Decision Making

    Skills you'll gain: Feature Engineering, Responsible AI, AI Integrations, Data Preprocessing, Strategic Decision-Making, Data-Driven Decision-Making, Data Ethics, Natural Language Processing, AI Security, Decision Making, Model Training, LLM Application, Large Language Modeling, Decision Support Systems, Artificial Intelligence, Predictive Analytics, Advanced Analytics, Governance, Data Governance, Workflow Management

    ★ 3.9 (7) · Beginner · Course · 1 - 4 Weeks

  • C

    Coursera

    Deploy Decision Platforms in Real-Time

    Skills you'll gain: Apache Kafka, Real Time Data, Performance Testing, Decision Intelligence, Performance Stress Testing, Scalability, Data Pipelines, Apache Spark, Verification And Validation, Data-Driven Decision-Making, Model Evaluation, Performance Tuning, Enterprise Architecture, System Monitoring, Service Level, Usability

    Intermediate · Course · 1 - 4 Weeks

  • M

    Microsoft

    Data-Driven Decision Making in Account Management

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

    Advanced · Course · 1 - 4 Weeks

  • 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 (138) · Beginner · Course · 1 - 4 Weeks

  • 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 (831) · Beginner · Guided Project · Less Than 2 Hours

  • J

    Johns Hopkins University

    Data Science Decisions in Time: Using Data Effectively

    Skills you'll gain: Reinforcement Learning, Data-Driven Decision-Making, Markov Model, Data Analysis, Time Series Analysis and Forecasting, Bayesian Statistics, Decision Making, Statistical Methods, Anomaly Detection, Probability Distribution, Statistical Analysis, Sampling (Statistics), Model Optimization, Clinical Trials

    Intermediate · Course · 1 - 3 Months

  • D

    Deep Teaching Solutions

    Critical Thinking for Better Decisions in the ChatGPT Era

    Skills you'll gain: Critical Thinking, Critical Thinking and Problem Solving, Cognitive flexibility, Decision Making, Emotional Intelligence, Mental Concentration, Decision Intelligence, AI literacy, ChatGPT, Self-Awareness

    ★ 4.7 (120) · Beginner · Course · 1 - 4 Weeks

  • C

    Coursera

    Traverse Trees for ML with DFS & BFS

    Skills you'll gain: Classification And Regression Tree (CART), Decision Tree Learning, Classification Algorithms, Applied Machine Learning, Java Programming, Machine Learning Algorithms, Algorithms, Machine Learning, Data Structures, Analysis, Software Engineering

    Advanced · Course · 1 - 4 Weeks

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

  • Agile Decision-Making Frameworks: Duke University
  • Data Science Decisions in Time: Information Theory & Games: Johns Hopkins University
  • Make Data-Driven Decisions: Google
  • Economic Decision Making Part 1: Northeastern University
  • AI for Executives: AI for Business Decision Making: Khalifa University
  • Deploy Decision Platforms in Real-Time: Coursera
  • Data-Driven Decision Making in Account Management: Microsoft
  • Applied Analytics and Data for Decision Making: University at Buffalo
  • Machine Learning Pipelines with Azure ML Studio: Coursera
  • Data Science Decisions in Time: Using Data Effectively: Johns Hopkins University

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Object-oriented Programming (13)
Kubernetes (10)
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