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.
Chris Croft Training
Skills you'll gain: Performance Measurement, Creative Problem-Solving, Decision Making, Creative Thinking, Brainstorming, Creativity, Decisiveness, Strategic Decision-Making, Innovation, Data-Driven Decision-Making, Cognitive flexibility, Data Literacy, Decision Tree Learning, Systems Of Measurement, Leadership, Data Analysis, Thought Leadership, Strategic Leadership, Initiative and Leadership, Data Presentation
Beginner · Specialization · 3 - 6 Months
Chris Croft Training
Skills you'll gain: Performance Measurement, Creative Problem-Solving, Decision Making, Creative Thinking, Creativity, Strategic Decision-Making, Innovation, Data-Driven Decision-Making, Cognitive flexibility, Data Literacy, Decision Tree Learning, Systems Of Measurement, Leadership, Data Analysis, Thought Leadership, Strategic Leadership, Initiative and Leadership, Data Strategy, Data Presentation, Creative Design
Beginner · Specialization · 3 - 6 Months

University of Minnesota
Skills you'll gain: Time Series Analysis and Forecasting, Model Evaluation, Simulations, Probability Distribution, Mathematical Modeling, Supply Chain Planning, Supply Chain, Probability, Predictive Modeling, Data Preprocessing, Transportation, Supply Chain, and Logistics, Simulation and Simulation Software, Business Analytics, Workforce Management, Analytics, Regression Analysis, Microsoft Excel, Forecasting, Data-Driven Decision-Making, Predictive Analytics
★ 4.7 (309) · Beginner · Specialization · 3 - 6 Months

University of Michigan
Skills you'll gain: Decision Making, Systems Thinking, Problem Solving, Self-Awareness, Cost Benefit Analysis
★ 4.4 (32) · Beginner · Specialization · 1 - 3 Months

Universidad de Palermo
Skills you'll gain: Responsible AI, Organizational Leadership, Business Analytics, Generative AI, Data-Driven Decision-Making, Data Management, Artificial Intelligence, Natural Language Processing, Strategic Decision-Making, Business Transformation, Predictive Modeling, Innovation, Data Science, Data Security, Machine Learning, IT Service Management
★ 4.5 (40) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Model Evaluation, Decision Tree Learning, Classification And Regression Tree (CART), Supervised Learning, Model Training, Predictive Modeling, Data Preprocessing, Statistical Machine Learning, Data-Driven Decision-Making, Machine Learning, Regression Analysis, Classification Algorithms, Data Analysis, Analysis, Data Modeling, Data Visualization Software, Data Visualization, Plot (Graphics)
Mixed · Course · 1 - 4 Weeks

University of Minnesota
Skills you'll gain: Mathematical Modeling, Business Analytics, Analytics, Data-Driven Decision-Making, Model Optimization, Microsoft Excel, Decision Making, Spreadsheet Software, Graphing
★ 4.7 (91) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Storytelling, Conversion Funnel Analysis, Strategic Prioritization, Web Analytics, Product Roadmaps, Analytics, Product Management, Data-Driven Decision-Making, Predictive Modeling, Prioritization, Customer Analysis, Root Cause Analysis, Performance Analysis, Forecasting, User Flows, Performance Metric, Customer Retention, Data Capture, Resource Allocation, Statistical Methods
Intermediate · Course · 3 - 6 Months

Arizona State University
Skills you'll gain: Problem Solving, Decision Making, Creative Thinking, Root Cause Analysis, Creative Problem-Solving, Data Collection, Brainstorming, Curiosity, Strategic Decision-Making, Creativity, Ethical Standards And Conduct, Risk Analysis, Design Thinking, Teamwork, Analysis, Data Synthesis, Data-Driven Decision-Making, Strategic Thinking, Business Ethics, Collaboration
★ 4.1 (7) · Beginner · Specialization · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Business Analytics, Risk Analysis, Data-Driven Decision-Making, Decision Making, Analytics, Simulation and Simulation Software, Risk Modeling, Business Modeling, Data Analysis, Model Optimization, Statistical Methods, Microsoft Excel, Exploratory Data Analysis
★ 4.6 (1.9K) · Beginner · Course · 1 - 4 Weeks

Fractal Analytics
Skills you'll gain: Decision Making, Critical Thinking, Analytical Skills, Data-Driven Decision-Making, Data Analysis, Artificial Intelligence, Communication, Algorithms
★ 4.9 (45) · Beginner · Course · 1 - 4 Weeks

Deep Teaching Solutions
Skills you'll gain: Critical Thinking, Cognitive flexibility, Decision Making, Emotional Intelligence, Mental Concentration, AI literacy, Self-Awareness
★ 4.7 (127) · Beginner · Course · 1 - 4 Weeks