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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


  • E

    EDUCBA

    Apply Marketing Analytics for Data-Driven Decisions

    Skills you'll gain: Data-Driven Marketing, Resource Allocation, Customer Insights, Target Market, Customer Relationship Management, Customer Engagement, Analytical Skills, Target Audience, Analytics, Statistical Modeling, Estimation

    Beginner · Course · 1 - 4 Weeks

  • 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

  • E

    EDUCBA

    Analyze Advanced Data Using Minitab Regression Models

    Skills you'll gain: Classification And Regression Tree (CART), Minitab, Decision Tree Learning, Regression Analysis, Predictive Modeling, Statistical Modeling, Business Analytics, Statistical Methods, Advanced Analytics, Logistic Regression, Data-Driven Decision-Making, Scatter Plots, Plot (Graphics), Model Evaluation, Exploratory Data Analysis, Statistical Analysis, Case Studies, Responsible AI

    Mixed · Course · 1 - 4 Weeks

  • 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

  • D

    Duke University

    Data Science for Agile Decision-Making

    Skills you'll gain: Data-Driven Decision-Making, Data Strategy, Strategic Decision-Making, Business Analytics, Business Intelligence, Analytics, Data Literacy, Decision Making, Forecasting, Data Science, Operational Analysis, Data Analysis, Market Intelligence, Predictive Analytics, Artificial Intelligence

    ★ 4.5 (13) · Intermediate · Course · 1 - 4 Weeks

  • S

    Sungkyunkwan University

    Machine Learning Algorithms

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

    ★ 3.7 (9) · Mixed · Course · 1 - 4 Weeks

  • M

    Microsoft

    Data-Driven Decision Making in Account Management

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

    Advanced · Course · 1 - 4 Weeks

  • E

    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, Classification Algorithms, Data Processing, Model Optimization, Model Training, Marketing, Performance Tuning

    Mixed · Course · 1 - 4 Weeks

  • W

    Whizlabs

    Java: Data Types, Operators and Decision Constructors

    Skills you'll gain: Maintainability, Computational Logic

    Intermediate · Course · 1 - 4 Weeks

  • C

    Coursera

    Engineer & Explain AI Model Decisions

    Skills you'll gain: Feature Engineering, Responsible AI, Model Evaluation, Model Deployment, Technical Communication, Data Preprocessing, Data Transformation, Stakeholder Communications, Performance Analysis, Data Wrangling, Data Cleansing, Predictive Modeling, Machine Learning, Embeddings, Artificial Intelligence, Report Writing, Decision Support Systems, Scikit Learn (Machine Learning Library), Pandas (Python Package)

    Intermediate · Course · 1 - 4 Weeks

  • V

    Vanderbilt University

    From Data to Decisions: Finding Patterns with AI

    Skills you'll gain: Statistical Methods, AI literacy, Statistical Analysis, Data Literacy, Data Visualization, Generative AI, Statistical Visualization, Statistical Hypothesis Testing, Data Presentation, Data Storytelling, Box Plots, Data Analysis, Probability & Statistics, Plot (Graphics), Data-Driven Decision-Making, Exploratory Data Analysis, Artificial Intelligence, Histogram, Technical Communication, Statistical Inference

    ★ 4.9 (9) · Beginner · Course · 1 - 4 Weeks

  • I

    Illinois Tech

    Data Preparation and Analysis

    Skills you'll gain: Machine Learning Algorithms, Model Evaluation, Statistical Analysis, Data Visualization, Data Analysis, Exploratory Data Analysis, Statistical Methods, Data Presentation, Analysis, Probability & Statistics, Data Cleansing, Applied Machine Learning, Analytics, Machine Learning, Data Preprocessing, Data Processing, Model Training, Correlation Analysis, Decision Tree Learning, Logistic Regression

    ★ 4.3 (6) · Intermediate · Course · 1 - 3 Months

1…567…312

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

  • Apply Marketing Analytics for Data-Driven Decisions: EDUCBA
  • Make Data-Driven Decisions: Google
  • Analyze Advanced Data Using Minitab Regression Models: EDUCBA
  • Agile Decision-Making Frameworks: Duke University
  • Data Science for Agile Decision-Making: Duke University
  • Machine Learning Algorithms: Sungkyunkwan University
  • Data-Driven Decision Making in Account Management: Microsoft
  • Predictive Analytics Model for Term Deposit Investment: EDUCBA
  • Java: Data Types, Operators and Decision Constructors: Whizlabs
  • Engineer & Explain AI Model Decisions: Coursera

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