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: Model Deployment, Decision Tree Learning, Applied Machine Learning, Predictive Modeling, Machine Learning Software, Microsoft Azure, No-Code Development, Machine Learning, Data Preprocessing, Predictive Analytics, Model Training, Cloud Deployment, Feature Engineering, Machine Learning Algorithms, Model Evaluation, Data Science, Data Analysis, Classification Algorithms
Beginner · Guided Project · Less Than 2 Hours

University of Cambridge
Skills you'll gain: Human Development, Psychology, Neurology, Decision Intelligence, Psychiatry, Mental and Behavioral Health Specialties, Child Development, Mental Health Diseases and Disorders, Anatomy, Physiology, Biology
Mixed · Course · 1 - 3 Months

Skills you'll gain: Model Evaluation, Data Preprocessing, Model Training, Tensorflow, Applied Machine Learning, Feature Engineering, Decision Tree Learning, Data Cleansing, Machine Learning, Predictive Modeling, Random Forest Algorithm, Pandas (Python Package), Data Analysis
Intermediate · Guided Project · Less Than 2 Hours

Skills you'll gain: Data-Driven Marketing, Resource Allocation, Customer Insights, Target Market, Customer Relationship Management, Customer Engagement, Analytical Skills, Target Audience, Analytics, Statistical Modeling, Estimation
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Analytical Skills, Data Literacy, Data Preprocessing
Beginner · Course · 1 - 4 Weeks

University at Buffalo
Skills you'll gain: Data Literacy, Data Ethics, Data-Driven Decision-Making, Analytics, Root Cause Analysis, Lean Methodologies, Six Sigma Methodology, Data Analysis, Operations, Operational Excellence, Case Studies, Lean Six Sigma, ISO 9000 Series, Lean Manufacturing, Quality Improvement, Process Improvement, Decision Making, Quality Management Systems, Data Quality, Data Security
Beginner · Course · 1 - 4 Weeks

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: Key Performance Indicators (KPIs), Performance Analysis, Performance Metric, Financial Management, Financial Data, Performance Measurement, Account Strategy, Data Analysis, Account Management, Analytics, Data-Driven Decision-Making, Customer Analysis, Data Visualization Software, Customer Data Management, Power BI, Customer Insights, Financial Analysis, Budgeting, Financial Forecasting, Microsoft Copilot
Advanced · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Precision Medicine, Clinical Trials, Data-Driven Decision-Making, Data Science, Strategic Decision-Making, Decision Making, Clinical Research, Health Policy, Random Forest Algorithm, Medical Science and Research, Estimation, Treatment Planning, Applied Machine Learning, A/B Testing, Machine Learning, Online Advertising
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Health Technology, Healthcare Ethics, Clinical Informatics, Medical Imaging, Diagnostic Radiology, Clinical Documentation, Radiology, Clinical Nursing, Data Ethics, Responsible AI, Clinical Practices, Image Analysis, Health Informatics, X-Ray Computed Tomography, Clinical Research, Risking, AI literacy, Predictive Analytics, Decision Support Systems, AI Personalization
Intermediate · Course · 1 - 3 Months

Duke University
Skills you'll gain: Data-Driven Decision-Making, Data Strategy, Strategic Decision-Making, Business Analytics, Business Intelligence, Analytics, Data Literacy, Decision Making, Forecasting, Data Science, Operational Analysis, Data Analysis, Market Intelligence, Predictive Analytics, Artificial Intelligence
Intermediate · Course · 1 - 4 Weeks

LearnQuest
Skills you'll gain: Reinforcement Learning, Decision Intelligence, Responsible AI, Agentic systems, Data Ethics, Artificial Intelligence, Machine Learning Methods, Distributed Computing, AI Security, Model Training
Beginner · Course · 1 - 4 Weeks