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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


  • C

    Coursera

    TensorFlow Prediction: Identify Penguin Species

    Skills you'll gain: Model Evaluation, Data Preprocessing, Model Training, Tensorflow, Applied Machine Learning, Feature Engineering, Decision Tree Learning, Data Cleansing, Machine Learning, Predictive Modeling, Random Forest Algorithm, Pandas (Python Package), Data Analysis

    Intermediate · Guided Project · Less Than 2 Hours

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

    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, Employee Performance Management, Data Analysis, Performance Measurement, Performance Metric, ChatGPT, Business Acumen, Presentations, Data Validation

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    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

  • Status: Preview
    Preview
    F

    Fred Hutchinson Cancer Center

    AI for Decision Makers

    Skills you'll gain: Responsible AI, AI Enablement, Data Ethics, Technical Management, AI Product Strategy, Technology Strategies, Artificial Intelligence, AI literacy, Business Ethics, Artificial Intelligence and Machine Learning (AI/ML), Project Management, Legal Risk, Law, Regulation, and Compliance, Ethical Standards And Conduct, Regulation and Legal Compliance, AI Integrations, Decision Making, Generative AI, Case Studies, Mitigation

    4.5
    Rating, 4.5 out of 5 stars
    ·
    24 reviews

    Beginner · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    J

    Johns Hopkins University

    Data Science Decisions in Time:Sequential Hypothesis Testing

    Skills you'll gain: Bioinformatics, Image Analysis, Bayesian Statistics, Biostatistics, Data Science, Data-Driven Decision-Making, Data Structures, Statistical Hypothesis Testing, A/B Testing, Reinforcement Learning, Precision Medicine, Statistical Methods, Computer Vision, Algorithms, Statistical Inference, Clinical Trials, Magnetic Resonance Imaging, Program Development, Probability Distribution, Medical Imaging

    Intermediate · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    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

  • P

    Packt

    Agile Technology Selection for Smarter Decisions

    Skills you'll gain: User Requirements Documents, Technology Strategies, Technology Solutions, Requirements Elicitation, Requirements Analysis, Agile Product Development, Agile Methodology, Business Requirements, Decision Making, Business Priorities, Business Analysis, Cross-Functional Team Leadership, Request for Proposal, Vendor Management, Vendor Relationship Management, Strategic Prioritization, Program Evaluation, Product Demonstration, Leadership, Procurement

    Intermediate · Course · 3 - 6 Months

  • C

    Coursera

    Interpretable Machine Learning Applications: Part 1

    Skills you'll gain: Model Training, Feature Engineering, Classification And Regression Tree (CART), Decision Tree Learning, Applied Machine Learning, Model Evaluation, Random Forest Algorithm, Responsible AI, Predictive Modeling, Data Preprocessing, Data Import/Export, Machine Learning, Classification Algorithms

    4.5
    Rating, 4.5 out of 5 stars
    ·
    109 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • Status: Free Trial
    Free Trial
    U

    University of Glasgow

    Clinical Decision Support Systems

    Skills you'll gain: Model Evaluation, Data Ethics, Federated Learning, Responsible AI, AI Security, Medical Privacy, Decision Intelligence, Machine Learning, Statistical Machine Learning, Decision Support Systems, Machine Learning Methods, Predictive Modeling, Healthcare Ethics, Information Privacy, Health Equity, Deep Learning, Data Loss Prevention, Human Centered Design

    Intermediate · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    U

    University of Michigan

    Data Augmented Technology Assisted Medical Decision Making

    Skills you'll gain: Healthcare Ethics, 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), AI Integrations, Predictive Modeling

    Beginner · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    F

    Fundação Instituto de Administração

    Decision Making

    Skills you'll gain: Decision Making, Strategic Decision-Making, Decision Intelligence, Decision Support Systems, Risk Management, Behavioral Economics, Complex Problem Solving, AI Enablement, Risk Analysis, Organizational Strategy, Decision Tree Learning, Virtual Teams, Psychology, Probability

    Intermediate · Course · 1 - 3 Months

  • 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, 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
    Rating, 4.6 out of 5 stars
    ·
    148 reviews

    Beginner · Course · 1 - 4 Weeks

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

  • TensorFlow Prediction: Identify Penguin Species: Coursera
  • Make Data Decisions: Coursera
  • Data Science Decisions in Time: Using Data Effectively: Johns Hopkins University
  • AI for Decision Makers: Fred Hutchinson Cancer Center
  • Data Science Decisions in Time:Sequential Hypothesis Testing: Johns Hopkins University
  • Data Science Decisions in Time: Information Theory & Games: Johns Hopkins University
  • Agile Technology Selection for Smarter Decisions: Packt
  • Interpretable Machine Learning Applications: Part 1: Coursera
  • Clinical Decision Support Systems: University of Glasgow
  • Data Augmented Technology Assisted Medical Decision Making: University of Michigan

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