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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


  • M

    Microsoft

    Monitoring, Security, Governance & Operations

    Intermediate · Course

  • U

    Universidad de los Andes

    Maestría en Gerencia de la Ingeniería

    Skills you'll gain: Design Thinking, Reinforcement Learning, Environmental Social And Corporate Governance (ESG), Organizational Strategy, Engineering Management, Classification Algorithms, Technology Strategies, Systems Thinking, Project Management, Environmental Management Systems, Deep Learning, Feasibility Studies, Capital Budgeting, Infrastructure Security, Logistic Regression, Prompt Engineering, Product Development, Asset Management, Data Ethics, Climate Change Mitigation

    Degree · 1 - 4 Years

    Category: Earn a degree
    Earn a degree
  • U

    University of Leeds

    Master of Science in Data Science (Statistics)

    Skills you'll gain: Data Ethics, Bayesian Statistics, Data Storytelling, Social Network Analysis, Exploratory Data Analysis, Statistical Hypothesis Testing, Classification And Regression Tree (CART), Statistical Machine Learning, Dimensionality Reduction, Data Visualization, Statistical Visualization, Data Analysis, Supervised Learning, Machine Learning Methods, Data Preprocessing, Statistical Programming, Web Scraping, File I/O, Statistical Modeling, Linear Algebra

    Degree · 1 - 4 Years

    Category: Job ready
    Job ready
  • P

    Pontificia Universidad Católica de Chile

    Certificado en Introducción a la Ciencia de Datos

    Skills you'll gain: Predictive Analytics, Unsupervised Learning, Data Cleansing, Data Visualization, Exploratory Data Analysis, Supervised Learning, Dimensionality Reduction, Data Presentation, Model Evaluation, Predictive Modeling, Plot (Graphics), Data Analysis, Matplotlib, Data Visualization Software, Data Science, Descriptive Analytics, Machine Learning Methods, Data-Driven Decision-Making, Data Processing, Pandas (Python Package)

    Mastertrack · 6 - 12 Months

    Category: Credit offered
    Credit offered
  • M

    Microsoft

    Microsoft Foundry & Agent Architecture

    Intermediate · Course

  • A

    Amazon Web Services

    Planning, Supplier Management, and Network Design

    Beginner · Course

    Status: Free trial
    Free trial
  • V

    Vanderbilt University

    From Data to Decisions: Making Predictions with AI

    Skills you'll gain: Statistical Methods, Data Literacy, Regression Analysis, Statistical Analysis, Correlation Analysis, Technical Communication, Scatter Plots, Data Analysis, Predictive Analytics, Generative AI, AI literacy, Predictive Modeling

    4.8 stars, 18 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.8 (18) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • C

    Coursera

    Scikit-Learn For Machine Learning Classification Problems

    Skills you'll gain: Scikit Learn (Machine Learning Library), Classification Algorithms, Applied Machine Learning, Model Training, Machine Learning Algorithms, Predictive Modeling, Supervised Learning, Random Forest Algorithm, Machine Learning, Unsupervised Learning, Data Analysis

    4.5 stars, 20 reviews, Beginner, Guided Project, Less Than 2 Hours

    ★ 4.5 (20) · Beginner · Guided Project · Less Than 2 Hours

  • G

    Google Cloud

    Vertex AI Tabular Data: Qwik Start

    Skills you'll gain: Model Training, Google Cloud Platform, Model Deployment, Applied Machine Learning, Predictive Modeling, Cloud Computing, Classification Algorithms, Cloud Deployment, Predictive Analytics

    Intermediate · Project · Less Than 2 Hours

  • C

    Coursera

    Building Smarter Data Pipelines: SQL, Spark, Kafka & GenAI

    Skills you'll gain: Apache Kafka, Data Warehousing, Extract, Transform, Load, Microsoft SQL Servers, Snowflake Schema, Star Schema, Performance Tuning, Data Pipelines, Cloud Computing Architecture, Business Intelligence, Real Time Data, Apache Hadoop, Data Modeling, Data Quality, Responsible AI, Apache Spark, SQL, Generative AI, Data Governance, Quality Management

    4.3 stars, 104 reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 4.3 (104) · Intermediate · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
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In summary, here are 10 of our most popular decision tree courses

  • Monitoring, Security, Governance & Operations: Microsoft
  • Maestría en Gerencia de la Ingeniería: Universidad de los Andes
  • Master of Science in Data Science (Statistics): University of Leeds
  • Certificado en Introducción a la Ciencia de Datos: Pontificia Universidad Católica de Chile
  • Microsoft Foundry & Agent Architecture: Microsoft
  • Planning, Supplier Management, and Network Design: Amazon Web Services
  • From Data to Decisions: Making Predictions with AI: Vanderbilt University
  • Scikit-Learn For Machine Learning Classification Problems: Coursera
  • Vertex AI Tabular Data: Qwik Start: Google Cloud
  • Building Smarter Data Pipelines: SQL, Spark, Kafka & GenAI: Coursera

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