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: User Requirements Documents, Technology Strategies, Technology Solutions, Requirements Elicitation, Requirements Analysis, Agile Product Development, Agile Methodology, Business Requirements, Decision Making, Business Analysis, Cross-Functional Team Leadership, Request for Proposal, Vendor Management, Vendor Relationship Management, Strategic Prioritization, Prioritization, Program Evaluation, Product Demonstration, Return On Investment, Leadership
Intermediate · Course · 3 - 6 Months

University of Maryland, College Park
Skills you'll gain: Data-Driven Decision-Making, Data Strategy, Data Literacy, Business Transformation, Digital Transformation, Business Analytics, Strategic Decision-Making, Analytics, Microsoft Power Platform, Data Quality, No-Code Development, Big Data, Strategic Leadership, Advanced Analytics, Business Modeling, Artificial Intelligence, Competitive Analysis, Employee Engagement, Strategic Communication, Deep Learning
Beginner · Course · 1 - 3 Months
Skills you'll gain: Java, Java Programming, Performance Tuning, Data Structures, Software Engineering, Tree Maps, Scalability, Algorithms, Benchmarking, Theoretical Computer Science
Advanced · Course · 1 - 4 Weeks

Skills you'll gain: Exploratory Data Analysis, Model Optimization, Model Training, Applied Machine Learning, Predictive Modeling, Decision Tree Learning, Data Analysis, Regression Analysis, Classification Algorithms, Supervised Learning, Machine Learning Algorithms, Data Wrangling, Model Evaluation, Data Preprocessing, Statistical Machine Learning, Feature Engineering
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Predictive Modeling, Model Evaluation, Predictive Analytics, Classification And Regression Tree (CART), Statistical Modeling, Risk Modeling, Advanced Analytics, Decision Tree Learning, Data Analysis, R Programming, Model Training, Logistic Regression, Feature Engineering, Model Deployment, Data Import/Export, Data Mining, Data Validation, Exploratory Data Analysis, Data Persistence, Data Wrangling
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Agile Project Management, Leadership Studies, Project Risk Management, Agile Methodology, Risk Management, Stakeholder Management, Team Leadership, User Story, Leadership and Management, Agile Product Development, Stakeholder Engagement, Leadership, Risk Analysis, Stakeholder Communications, Conflict Management, Earned Value Management, Stakeholder Analysis, Communication, Interpersonal Communications, Value Engineering
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Classification And Regression Tree (CART), Decision Tree Learning, Supervised Learning, Predictive Modeling, Risk Modeling, Financial Data, Predictive Analytics, Statistical Machine Learning, Applied Machine Learning, Workflow Management, Data Validation, Data Preprocessing, Data Ethics, Model Evaluation, Model Training, Business Reporting, Responsible AI, Performance Reporting, Business Ethics, Business Communication
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: SAS (Software), Model Deployment, Model Evaluation, Predictive Analytics, Predictive Modeling, Advanced Analytics, Regression Analysis, Statistical Modeling, Business Analytics, Data Preprocessing, Data-Driven Decision-Making, Data Mining, Feature Engineering, Model Training, Statistical Methods, Statistical Analysis, Decision Tree Learning, Data Transformation, Model Optimization, Artificial Neural Networks
Mixed · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: PyTorch (Machine Learning Library), Convolutional Neural Networks, Deep Learning, Supervised Learning, Model Optimization, Artificial Neural Networks, Model Training, Model Evaluation, Decision Tree Learning, Machine Learning Algorithms, Machine Learning
Intermediate · Course · 1 - 3 Months

University of Cambridge
Skills you'll gain: Childhood Education and Development, Human Learning, Child Development, Psychology, Empathy & Emotional Intelligence, Sensory Systems Analysis, Teaching, Decision Making, Learning Theory, Instructional Strategies, K-12 pedagogy, Pedagogy, Learning Strategies, Developmental Disabilities, Empathy, Neurology, Magnetic Resonance Imaging, Electrophysiology, Human Development, Decision Intelligence
Beginner · Specialization · 3 - 6 Months
University of California, Irvine
Skills you'll gain: Blockchain, Cryptography, Data Integrity, Encryption, Cryptographic Protocols, FinTech, Transaction Processing, Data Structures, Verification And Validation
Beginner · Course · 1 - 4 Weeks

University of California, Irvine
Skills you'll gain: Creative Thinking, Performance Measurement, Teamwork, Performance Metric, Open Mindset, Organizational Strategy, Team Collaboration
Beginner · Course · 1 - 4 Weeks