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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


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    Coursera

    AI-Powered Decision Intelligence: Data to Strategic Insights

    Skills you'll gain: Classification And Regression Tree (CART), Dashboard Creation, Dashboard, Decision Intelligence, Descriptive Statistics, Root Cause Analysis, Data Analysis, Predictive Modeling, Advanced Analytics, Tableau Software, Scikit Learn (Machine Learning Library), Model Deployment, Artificial Intelligence and Machine Learning (AI/ML), Natural Language Processing, Apache Spark, Keras (Neural Network Library), Retrieval-Augmented Generation, Reinforcement Learning, Apache Kafka, SQL

    Intermediate · Specialization · 3 - 6 Months

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    Arizona State University

    Professional Skills: Decision-Making and Problem-Solving

    Skills you'll gain: Problem Solving, Decision Making, Creative Thinking, Root Cause Analysis, Creative Problem-Solving, Data Collection, Brainstorming, Curiosity, Strategic Decision-Making, Business Ethics, Creativity, Ethical Standards And Conduct, Complex Problem Solving, Independent Thinking, Risk Analysis, Design Thinking, Analysis, Data Synthesis, Strategic Thinking, Collaboration

    Beginner · Specialization · 1 - 3 Months

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    Vanderbilt University

    From Data To Decision With AI

    Skills you'll gain: Statistical Methods, Data Literacy, Regression Analysis, Generative AI, Descriptive Analytics, Statistical Analysis, AI literacy, Data-Driven Decision-Making, Correlation Analysis, Technical Communication, Data Visualization, Data Analysis, Exploratory Data Analysis, Statistical Visualization, Scatter Plots, Descriptive Statistics, Statistical Hypothesis Testing, Predictive Analytics, Data Presentation, Data Storytelling

    4.7
    Rating, 4.7 out of 5 stars
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    36 reviews

    Beginner · Specialization · 1 - 3 Months

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    Packt

    Foundations of AI-Driven Marketing Analytics

    Skills you'll gain: Marketing Analytics, Time Series Analysis and Forecasting, Data-Driven Marketing, Key Performance Indicators (KPIs), Marketing Strategies, Marketing Effectiveness, Marketing Automation, AI Personalization, Strategic Marketing, Advanced Analytics, Marketing, Forecasting, Customer Analysis, Data Preprocessing, Trend Analysis, Digital Marketing, Performance Measurement, Data-Driven Decision-Making, Generative AI, Data Science

    Intermediate · Course · 1 - 4 Weeks

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    Johns Hopkins University

    Data Science Decisions in Time

    Skills you'll gain: Precision Medicine, Game Theory, Reinforcement Learning, Data-Driven Decision-Making, Clinical Trials, Bioinformatics, Data Analysis, Image Analysis, Markov Model, Bayesian Statistics, Time Series Analysis and Forecasting, Decision Making, Analysis, Data Science, Business Analytics, Biostatistics, Strategic Decision-Making, Cyber Security Strategy, Decision Intelligence, Statistical Analysis

    Intermediate · Specialization · 3 - 6 Months

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    Sage Publications

    Business Analytics: Data Analysis for Decisions

    Skills you'll gain: Statistical Analysis, People Analytics, Marketing Analytics, Data Ethics, Business Analytics, Data Analysis, Statistical Methods, Analytical Skills, Data Storytelling, Analysis, General Data Protection Regulation (GDPR), Statistics, Operational Analysis, Data Literacy, Data-Driven Decision-Making, Financial Analysis, Business Strategy, Data Management, Organizational Strategy, Data Collection

    Beginner · Course · 1 - 3 Months

  • Status: Free Trial
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    Google

    The Nuts and Bolts of Machine Learning

    Skills you'll gain: Feature Engineering, Decision Tree Learning, Applied Machine Learning, Supervised Learning, Advanced Analytics, Statistical Machine Learning, Machine Learning, Machine Learning Algorithms, Unsupervised Learning, Analytics, Model Training, Random Forest Algorithm, Model Optimization, Predictive Modeling, Model Evaluation, Python Programming, Performance Tuning, Classification Algorithms

    4.8
    Rating, 4.8 out of 5 stars
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    630 reviews

    Advanced · Course · 1 - 3 Months

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    Arizona State University

    Decision-Making

    Skills you'll gain: Decision Making, Decisiveness, Complex Problem Solving, Problem Solving, Critical Thinking and Problem Solving, Creative Problem-Solving, Ethical Standards And Conduct, Risk Analysis, Social Impact, Risk Management, Analysis

    4.6
    Rating, 4.6 out of 5 stars
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    75 reviews

    Beginner · Course · 1 - 3 Months

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    Amazon Web Services

    Machine Learning Essentials for Business and Technical Decision Makers

    Skills you'll gain: Machine Learning Methods, Decision Intelligence, Applied Machine Learning, Machine Learning, Technology Roadmaps, Data-Driven Decision-Making, Artificial Intelligence and Machine Learning (AI/ML), Business Solutions, Organizational Strategy, AI Product Strategy, Organizational Change, Feasibility Studies

    4.9
    Rating, 4.9 out of 5 stars
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    15 reviews

    Beginner · Course · 1 - 4 Weeks

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    Arizona State University

    Modern Statistics for Data-Driven Decision-Making

    Skills you'll gain: Statistical Methods, Bayesian Statistics, Statistics, Probability & Statistics, Analytics, Data Storage Technologies, Exploratory Data Analysis, Data Store, Mathematical Software, Data Storage, Data Access, Database Software, Estimation, Machine Learning Methods, Data-Driven Decision-Making, Applied Machine Learning, Supervised Learning, Markov Model, Logistic Regression, Regression Testing

    4.3
    Rating, 4.3 out of 5 stars
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    6 reviews

    Intermediate · Specialization · 3 - 6 Months

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    IBM

    Building AI Powered Chatbots Without Programming

    Skills you'll gain: AI Workflows, Application Deployment, Workflow Management, IBM Cloud, No-Code Development, Self Service Technologies, Generative AI Agents, AI Personalization, Customer Service, Customer experience improvement, Generative AI, Context Management, Operational Efficiency, WordPress

    4.7
    Rating, 4.7 out of 5 stars
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    3.8K reviews

    Beginner · Course · 1 - 3 Months

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    Sage Publications

    Management Decision-Making, Big Data and Analytics

    Skills you'll gain: Data Ethics, Data-Driven Decision-Making, Business Analytics, Analytics, Advanced Analytics, Strategic Decision-Making, Big Data, Decision Making, Analytical Skills, Dashboard, Data Management, Data Analysis, Data Collection, Emerging Technologies, Organizational Effectiveness, Leadership and Management, Law, Regulation, and Compliance, Data Security, Information Privacy

    Beginner · Course · 1 - 3 Months

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

  • AI-Powered Decision Intelligence: Data to Strategic Insights: Coursera
  • Professional Skills: Decision-Making and Problem-Solving: Arizona State University
  • From Data To Decision With AI: Vanderbilt University
  • Foundations of AI-Driven Marketing Analytics: Packt
  • Data Science Decisions in Time: Johns Hopkins University
  • Business Analytics: Data Analysis for Decisions: Sage Publications
  • The Nuts and Bolts of Machine Learning: Google
  • Decision-Making: Arizona State University
  • Machine Learning Essentials for Business and Technical Decision Makers: Amazon Web Services
  • Modern Statistics for Data-Driven Decision-Making: Arizona State University

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Application Programming Interfaces (17)
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Object-oriented Programming (13)
Kubernetes (10)
List & Label (10)

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