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.

University of Colorado System
Skills you'll gain: Teamwork, Cross-Functional Collaboration, Cross-Functional Team Leadership, Personal Development, Self-Awareness, Leadership, Business Leadership, Active Listening, Empathy, Strategic Leadership, Business Transformation, Crisis Management, Overcoming Obstacles, Adaptability, Decision Making
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Storytelling, Data Presentation, Data Visualization, Rmarkdown, Stakeholder Communications, Data Ethics, Data-Driven Decision-Making, Data Cleansing, Tableau Software, Spreadsheet Software, Data Validation, Data Visualization Software, Ggplot2, Data Integration, Dashboard, Data Integrity, Data Transformation, Data Collection, Case Studies, Interviewing Skills
Beginner · Professional Certificate · 3 - 6 Months

Skills you'll gain: Generative AI, Responsible AI, Data Ethics, Health Care Procedure and Regulation, Healthcare Industry Knowledge, Medical Privacy, Artificial Intelligence, Healthcare Ethics, Health Informatics, Treatment Planning, Medical Imaging, Natural Language Processing, Decision Support Systems
Beginner · Course · 1 - 3 Months

Board Infinity
Skills you'll gain: Responsible AI, Debugging
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Responsible AI, Generative AI, Artificial Intelligence, Financial Forecasting, Analytical Skills, Artificial Intelligence and Machine Learning (AI/ML), Business Ethics, Digital Transformation, Data-Driven Decision-Making, Innovation, Content Creation
Beginner · Course · 1 - 4 Weeks

University of California, Davis
Skills you'll gain: Continuous Integration, CI/CD, Continuous Delivery, Continuous Deployment, Integration Testing, DevOps, Secure Coding, Systems Integration, Software Development, Continuous Monitoring, System Monitoring, Docker (Software), Application Deployment, Development Environment, Maintainability, GitHub, Automation, Version Control, Program Development, Debugging
Intermediate · Course · 1 - 4 Weeks

Politecnico di Milano
Skills you'll gain: Project Controls, Project Risk Management, Project Closure, Earned Value Management, Cost Management, Cost Control, Project Management, Risk Mitigation, Risk Analysis, Planning, Business Management, Performance Metric, Forecasting
Beginner · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Diversity Marketing, Cultural Diversity, Workplace inclusivity, Consumer Behaviour, Cultural Sensitivity, Global Marketing, Diversity Awareness, Cultural Responsiveness, Marketing, Advertising, Team Leadership, Target Market, Marketing Communications, Marketing Strategies, Branding, Communication Strategies
Build toward a degree
Beginner · Course · 1 - 4 Weeks

University of California, Irvine
Skills you'll gain: Supply Chain Planning, Supply Chain Management, Inventory Management System, Process Optimization, Operations Management, Demand Planning, Resource Allocation, Capacity Management, Microsoft Excel, Cost Reduction, Simulation and Simulation Software, Mathematical Modeling, Probability Distribution
Intermediate · Course · 1 - 4 Weeks

MathWorks
Skills you'll gain: Computer Vision, Anomaly Detection, Image Analysis, Matlab, Deep Learning, Artificial Neural Networks, Unsupervised Learning, Application Deployment, PyTorch (Machine Learning Library), Data Visualization, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning Methods, Data Synthesis, Performance Tuning, Classification And Regression Tree (CART), Data Analysis, Data Validation, Medical Imaging
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Databricks, Data Lakes, Data Pipelines, Data Integration, Dashboard, PySpark, SQL, Apache Spark, Data Management, Data Transformation, Version Control
Intermediate · Guided Project · Less Than 2 Hours

Peking University
Skills you'll gain: Nursing, Nurse Education, Nursing Care, Clinical Informatics, Health Informatics, Nursing Practices, Informatics, Telehealth, Patient-centered Care, Computer Displays, Decision Support Systems, Information Technology, Electronic Medical Record, Patient Safety
Intermediate · Course · 1 - 3 Months