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.

The State University of New York
Skills you'll gain: Diplomacy, International Relations, Health Policy, Governance, Health Systems, Public Health and Disease Prevention, Public Health, International Finance, Policty Analysis, Research, and Development, Health Care, Public Safety and National Security, Philanthropy, Advocacy, Economic Development, Case Studies
Beginner · Course · 1 - 3 Months

Columbia University
Skills you'll gain: Care Coordination, Value-Based Care, Clinical Informatics, Health Informatics, Interoperability, Health Technology, Patient Education and Support, Patient-centered Care, Health Systems, Health Care, Health Information Management, Primary Care, Electronic Medical Record, Telehealth, Communication
Beginner · Course · 1 - 3 Months

Skills you'll gain: Root Cause Analysis, Operational Efficiency, Corrective and Preventive Action (CAPA), Continuous Improvement Process, Product Quality (QA/QC), Process Improvement, Operational Excellence, Proactivity, Complex Problem Solving
Beginner · Course · 1 - 4 Weeks

Simplilearn
Skills you'll gain: Prompt Patterns, Prompt Engineering Tools, LangChain, Generative AI, LLM Application, Large Language Modeling, OpenAI, Data Synthesis
Beginner · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Machine Learning Methods, Artificial Intelligence and Machine Learning (AI/ML), Precision Medicine, Machine Learning Software, Generative AI, Machine Learning, Artificial Intelligence, Machine Learning Algorithms, AI Product Strategy, Energy and Utilities, Image Analysis, Technical Design, Deep Learning, Computer Vision, Medical Imaging, Statistical Machine Learning, Reinforcement Learning, Electric Power Systems, Bioinformatics, Data-Driven Decision-Making
Intermediate · Specialization · 1 - 3 Months

Princeton University
Skills you'll gain: Data Structures, Algorithms, Theoretical Computer Science, Java, Computational Thinking, Graph Theory, Performance Testing
Intermediate · Course · 3 - 6 Months

Microsoft
Skills you'll gain: Prompt Engineering, Microsoft Copilot, Responsible AI, Presentations, Microsoft Excel, Microsoft Outlook, Data Presentation, Microsoft PowerPoint, Microsoft Teams, Data Storytelling, Predictive Modeling, Microsoft 365, Data Visualization Software, Data Synthesis, Spreadsheet Software, Microsoft Word, Excel Formulas, Collaborative Software, Sales Presentations, Data Analysis
Beginner · Professional Certificate · 3 - 6 Months

Board Infinity
Skills you'll gain: Problem Solving, Vocabulary, Logical Reasoning, Critical Thinking, Data Literacy, Arithmetic, Decision Making, Deductive Reasoning, Data Analysis, Analytical Skills, Complex Problem Solving, Grammar, English Language, Case Studies, Literacy, Learning Strategies, Applied Mathematics, Data-Driven Decision-Making, Quantitative Research, Estimation
Beginner · Specialization · 3 - 6 Months

Institut Mines-Télécom
Skills you'll gain: Growth Strategies, Key Performance Indicators (KPIs), Digital Transformation, Business Analysis, Analysis, Business Transformation, Digital Assets, Business Development, Market Analysis, Business Strategy, Marketing Management, Business Valuation, Case Studies, Entrepreneurship, Strategic Decision-Making, Technology Strategies, Business Technologies, E-Commerce, Emerging Technologies, Law, Regulation, and Compliance
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Qualitative Research, Market Research, Strategic Decision-Making, Key Performance Indicators (KPIs), Quantitative Research, Innovation, Target Audience, Data-Driven Decision-Making, Sustainable Business, Benchmarking, Business Acumen, Value Propositions, Descriptive Statistics, Performance Measurement, Ideation, Team Performance Management, Competitive Analysis, Risk Management, Business Strategy, Data Analysis
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Rmarkdown, Data Presentation, Data Ethics, Data Storytelling, Data Visualization, Data Cleansing, Stakeholder Communications, Analytical Skills, Data-Driven Decision-Making, Stakeholder Management, Interactive Data Visualization, Data Visualization Software, Data Validation, Dashboard, Ggplot2, Interviewing Skills, Case Studies, Data Access, Spreadsheet Software, Data Analysis
Beginner · Professional Certificate · 3 - 6 Months

Johns Hopkins University
Skills you'll gain: Responsible AI, Data Ethics, Risking, Artificial Intelligence, Machine Learning, AI Product Strategy, Ethical Standards And Conduct, Case Studies, Legal Risk, Law, Regulation, and Compliance, Data-Driven Decision-Making, Analysis
Intermediate · Course · 1 - 4 Weeks