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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

    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

  • 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

  • U

    University of Colorado Boulder

    Data Driven Decision Making

    Skills you'll gain: Statistical Hypothesis Testing, Correlation Analysis, Statistical Analysis, Statistical Software, Statistical Programming, Statistical Methods, Probability & Statistics, Statistical Visualization, Analysis, Data Analysis, R (Software), Data Visualization, R Programming, Statistics, Statistical Inference, Variance Analysis, Sampling (Statistics)

    ★ 4.7 (31) · Intermediate · Course · 1 - 3 Months

  • 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

  • C

    CertNexus

    Build Decision Trees, SVMs, and Artificial Neural Networks

    Skills you'll gain: Classification And Regression Tree (CART), 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, Model Training, Natural Language Processing

    ★ 4.9 (14) · Intermediate · Course · 1 - 3 Months

  • E

    EDUCBA

    Analyze Business Data Using Tableau for Decision Making

    Skills you'll gain: Tableau Software, Business Intelligence, Business Intelligence Software, Interactive Data Visualization, Data Presentation, Business Analytics, Data Storytelling, Data Visualization Software, Dashboard Creation, Dashboard, Data Analysis, Forecasting, Data Preprocessing, Data Manipulation, Trend Analysis, Predictive Analytics, Data Integration

    Beginner · Course · 1 - 3 Months

  • N

    Northeastern University

    Economic Decision Making Part 2

    Skills you'll gain: Depreciation, Risk Analysis, Risk Modeling, Engineering Management, Cost Benefit Analysis, Strategic Decision-Making, Decision Tree Learning, Financial Analysis, Capital Budgeting, Tax Management, Decision Making, Capital Expenditure, Tax Planning, Income Tax, Economics, Simulation and Simulation Software, Probability Distribution, Corporate Tax, Cash Flows

    Mixed · Course · 1 - 3 Months

  • 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

  • C

    Coursera

    Build Robust Java ML Models with Entropy

    Skills you'll gain: Model Evaluation, Model Deployment, Model Training, Decision Tree Learning, Data Preprocessing, Java Programming, Classification Algorithms, Predictive Modeling, Random Forest Algorithm, Applied Machine Learning, Java, Program Evaluation, Machine Learning Methods, Machine Learning Algorithms, Machine Learning, Algorithms, Program Implementation, Business Development

    Advanced · Course · 1 - 4 Weeks

  • 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

  • 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

  • U

    University of Leeds

    Introduction to Technology-Assisted Decision-Making

    Skills you'll gain: Resource Allocation, Production Planning, Graph Theory, Data-Driven Decision-Making, Production Schedule, Decision Making, Mathematical Modeling, Network Planning And Design, Mathematical Software, Model Optimization, Computational Logic, Algorithms, Cryptography

    ★ 4.8 (15) · Beginner · Course · 1 - 4 Weeks

1…678…312

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

  • Machine Learning Pipelines with Azure ML Studio: Coursera
  • Agile Decision-Making Frameworks: Duke University
  • Data Driven Decision Making: University of Colorado Boulder
  • TensorFlow Prediction: Identify Penguin Species: Coursera
  • Build Decision Trees, SVMs, and Artificial Neural Networks: CertNexus
  • Analyze Business Data Using Tableau for Decision Making: EDUCBA
  • Economic Decision Making Part 2: Northeastern University
  • Analyze Advanced Data Using Minitab Regression Models: EDUCBA
  • Build Robust Java ML Models with Entropy: Coursera
  • Data Science Decisions in Time: Using Data Effectively: Johns Hopkins University

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