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
Status: NewStatus: Free TrialSkills you'll gain: Model Evaluation, Decision Tree Learning, Data Preprocessing, Classification Algorithms, Applied Machine Learning, Java, Predictive Modeling, Machine Learning Software, Supervised Learning, Technical Communication, Feature Engineering, Tree Maps, MLOps (Machine Learning Operations), Machine Learning Algorithms, Machine Learning, Algorithms
Status: NewStatus: Free TrialSkills you'll gain: Data Visualization, Data Ethics, Data Integrity, Data Literacy, Data Analysis, Tableau Software, Stakeholder Communications, Responsible AI, Small Data, Decision Making, Stakeholder Analysis, Sampling (Statistics), Key Performance Indicators (KPIs), Probability & Statistics, Big Data, Data Sharing, Spreadsheet Software, Verbal Communication Skills, Solution Design, Root Cause Analysis
Skills you'll gain: Model Evaluation, Decision Tree Learning, Data Preprocessing, Data Manipulation, Statistical Modeling, R Programming, Supervised Learning, Machine Learning, Classification Algorithms
Status: Free TrialSkills you'll gain: Classification Algorithms, Supervised Learning, Model Evaluation, Data Preprocessing, Logistic Regression, Decision Tree Learning, Predictive Modeling, Scikit Learn (Machine Learning Library), Data Cleansing, Machine Learning, Feature Engineering, Random Forest Algorithm, Sampling (Statistics), Performance Metric
Status: NewCreo Incubator
Skills you'll gain: Critical Thinking, Critical Thinking and Problem Solving, Analytical Skills, Analysis, Problem Solving, Decision Making, Curiosity, Complex Problem Solving, Research, Strategic Decision-Making, Open Mindset
Skills you'll gain: Decision Tree Learning, Data Preprocessing, Data Transformation, Supervised Learning, Feature Engineering, Scikit Learn (Machine Learning Library), Classification Algorithms, Model Evaluation, Pandas (Python Package)
What brings you to Coursera today?
Status: NewStatus: Free TrialArizona State University
Skills you'll gain: Statistical Methods, Bayesian Statistics, Statistics, Probability & Statistics, Data Storage Technologies, Analytical Skills, Exploratory Data Analysis, Data Storage, Database Software, Estimation, Data-Driven Decision-Making, Applied Machine Learning, Supervised Learning, Markov Model, Logistic Regression, Statistical Hypothesis Testing, Predictive Modeling, Simulations, Simulation and Simulation Software, Regression Testing
Status: NewStatus: Free TrialSkills you'll gain: Model Evaluation, Feature Engineering, Data Preprocessing, Financial Data, Predictive Modeling, Customer Demand Planning, Data-Driven Decision-Making, Exploratory Data Analysis, R Programming, Customer Analysis, Predictive Analytics, Profit and Loss (P&L) Management, Risk Modeling, Inventory Management System, Analytics, Advanced Analytics, Supply Chain Management, Business Analytics, Machine Learning, Business
Status: NewStatus: Free TrialCoursera
Skills you'll gain: Classification And Regression Tree (CART), Model Deployment, Decision Tree Learning, Predictive Modeling, Model Evaluation, Feature Engineering, Machine Learning Methods, Random Forest Algorithm, Applied Machine Learning, Performance Tuning, Statistical Machine Learning, Scikit Learn (Machine Learning Library), Performance Analysis
Status: NewStatus: Free TrialSkills you'll gain: Classification And Regression Tree (CART), Minitab, Decision Tree Learning, Regression Analysis, Predictive Modeling, Statistical Modeling, Business Analytics, Advanced Analytics, Logistic Regression, Data-Driven Decision-Making, Scatter Plots, Plot (Graphics), Model Evaluation, Exploratory Data Analysis, Statistical Analysis, Case Studies, Responsible AI
Status: NewStatus: Free TrialSkills you'll gain: Data Storytelling, Data Presentation, Data-Driven Decision-Making, Strategic Decision-Making, Product Management, Customer Insights, Data Analysis, Forecasting, A/B Testing, Business Analytics, Analytics, Prioritization, Statistical Analysis, Business Metrics, User Research, Customer Retention, Machine Learning Methods, Root Cause Analysis, Statistical Methods, Stakeholder Communications
Pontificia Universidad Católica de Chile
Skills you'll gain: Descriptive Analytics, Data Mining, Database Design, NoSQL, SQL, Data Ethics, Digital Transformation, Query Languages, Business Analytics, Predictive Analytics, Data-Driven Decision-Making, Big Data, Data Management, Data Visualization, Statistical Methods, Analytical Skills, Business Strategy, Business Transformation, Organizational Structure, Organizational Strategy
In summary, here are 10 of our most popular decision tree courses
- Build & Evaluate Decision Trees for ML:Â Coursera
- Google Data-Driven Decision Making:Â Google
- Decision Tree Classifier for Beginners in R:Â Coursera
- Supervised Machine Learning: Classification:Â IBM
- Critical Thinking for Decision Making:Â Creo Incubator
- Classification Trees in Python, From Start To Finish:Â Coursera
- Modern Statistics for Data-Driven Decision-Making:Â Arizona State University
- Apply Machine Learning for Predictive Business Analytics:Â EDUCBA
- Grow Trees & Powerful Ensembles:Â Coursera
- Analyze Advanced Data Using Minitab Regression Models:Â EDUCBA
