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.

Skills you'll gain: Decision Intelligence, Data Storytelling, Predictive Modeling, Data Visualization, Responsible AI, Predictive Analytics, Business Intelligence, Strategic Decision-Making, Data-Driven Decision-Making, Decision Making, Artificial Intelligence and Machine Learning (AI/ML), Business Marketing, Scikit Learn (Machine Learning Library), Network Analysis, Natural Language Processing, Python Programming, Text Mining, Reinforcement Learning, Data Security, Security Awareness
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Apache Kafka, Real Time Data, Performance Testing, Decision Intelligence, Performance Stress Testing, Scalability, Data Pipelines, Apache Spark, Data-Driven Decision-Making, System Monitoring, Service Level, Usability
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Risk Analysis, Data-Driven Decision-Making, Strategic Decision-Making, Decision Making, Data Analysis, Risk Appetite, Complex Problem Solving
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Classification And Regression Tree (CART), Model Deployment, Model Optimization, Decision Tree Learning, Predictive Modeling, Model Evaluation, Machine Learning Methods, Feasibility Studies, Scikit Learn (Machine Learning Library), Performance Analysis
Intermediate · Course · 1 - 4 Weeks

O.P. Jindal Global University
Skills you'll gain: Machine Learning Methods, Network Model, Mathematical Modeling, Microsoft Excel, Business Analytics, Classification Algorithms, Data-Driven Decision-Making, Machine Learning, Model Evaluation, Model Optimization
Beginner · Course · 3 - 6 Months

Skills you'll gain: Responsible AI, Agentic Workflows, AI Workflows, Decision Intelligence, Agentic systems, Business Process Automation, Real Time Data, MLOps (Machine Learning Operations), AI Personalization, IT Automation, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, No-Code Development, Cloud-Based Integration, Business Transformation, Cloud API, Python Programming, Data Analysis, Restful API, API Design
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Decision Intelligence, Responsible AI, Decision Support Systems, Strategic Decision-Making, Operational Efficiency, Predictive Modeling, Predictive Analytics, Data-Driven Decision-Making, Data Pipelines, Business Intelligence, Dataflow, Data Ethics, Scenario Testing, Forecasting, Governance, Artificial Intelligence and Machine Learning (AI/ML), Data Visualization, Scikit Learn (Machine Learning Library), Python Programming, Regression Testing
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Decision Intelligence, Decision Making, Analytical Skills, Portfolio Management, Interviewing Skills, Data Analysis, Predictive Modeling, Artificial Intelligence, Business Communication, Strategic Communication, Stakeholder Communications, Machine Learning, Model Evaluation
Intermediate · Course · 1 - 4 Weeks

Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Decision Making, Strategic Decision-Making, Sales, Data-Driven Decision-Making, Decision Support Systems, Decision Tree Learning, Negotiation, Return On Investment
Intermediate · Course · 1 - 4 Weeks
Knowledge Accelerators
Skills you'll gain: Data Visualization, Microsoft Excel, Data Analysis, Analytics, Data-Driven Decision-Making, Microsoft 365, Data Modeling, Data Science, Key Performance Indicators (KPIs)
★ 4.3 (270) · Beginner · Course · Less Than 2 Hours

Skills you'll gain: Model Deployment, Decision Tree Learning, Applied Machine Learning, Predictive Modeling, Microsoft Azure, No-Code Development, Machine Learning, Data Preprocessing, Model Training, Cloud Deployment, Machine Learning Algorithms, Model Evaluation, Data Science, Data Analysis, Classification Algorithms
★ 4.5 (836) · Beginner · Guided Project · Less Than 2 Hours