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.
Duke University
Skills you'll gain: Responsible AI, Decision Tree Learning, Data Ethics, Regression Analysis, Artificial Intelligence, Machine Learning, Statistical Modeling, Python Programming, Artificial Intelligence and Machine Learning (AI/ML), Logistic Regression, Deep Learning, Artificial Neural Networks
Intermediate · Course · 1 - 4 Weeks
Skills you'll gain: Exploratory Data Analysis, Data Visualization, Data Literacy, SAS (Software), Data-Driven Decision-Making, Data Presentation, Interactive Data Visualization, Data Storytelling, Trend Analysis, Data Visualization Software, Data Manipulation, Data Preprocessing, Analysis, Analytics, Dashboard, Business Analytics, Business Reporting, Data Analysis, Technical Communication, Data Cleansing
Beginner · Specialization · 1 - 3 Months

LearnKartS
Skills you'll gain: Negotiation, Conflict Management, Teamwork, Workplace inclusivity, Diversity and Inclusion, Stress Management, Emotional Intelligence, Collaboration, Team Management, Communication, Team Leadership, Productivity, Social Skills, Ethical Standards And Conduct, Strategic Prioritization, Workplace Bullying Intervention, Compliance Management, Overcoming Obstacles, Mental Health, Dealing With Ambiguity
Beginner · Specialization · 3 - 6 Months

Michigan State University
Skills you'll gain: Design Thinking, Ideation, Innovation, Market Opportunities, Creative Thinking, Creativity, Entrepreneurship, Product Development, Resource Planning, Market Research, Customer Insights, User Research, Decision Making
Mixed · Course · 1 - 4 Weeks
University of Michigan
Skills you'll gain: Crisis Management, Leadership, Strategic Communication, Resilience, Organizational Leadership, Stakeholder Management, Business Continuity, Organizational Change, Dealing With Ambiguity, Proactivity, Communication Strategies, Business Risk Management, Adaptability, Change Management, Communication
Intermediate · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: Responsible AI, Data Ethics, Human Computer Interaction, User Experience Design, Human Centered Design, Human Factors, AI Product Strategy, Personally Identifiable Information, Information Privacy, General Data Protection Regulation (GDPR), Artificial Intelligence, Design Thinking, Machine Learning
Beginner · Course · 1 - 4 Weeks

University of California San Diego
Skills you'll gain: Bioinformatics, Diagnostic Tests, Model Evaluation, Molecular Biology, Infectious Diseases, Informatics, Network Analysis, Medical Science and Research, Computational Thinking, Biochemistry, Data Mining, Scientific Visualization, Life Sciences, Tree Maps, Microbiology, Biology, Data Analysis Software, Pharmacology, Science and Research
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Fraud detection, Feature Engineering, Big Data, Anomaly Detection, Google Cloud Platform, Unsupervised Learning, Model Evaluation, Data Manipulation, Applied Machine Learning, Decision Tree Learning, Logistic Regression, Supervised Learning, Predictive Modeling, Machine Learning, Data Preprocessing
Intermediate · Project · Less Than 2 Hours

Universidad de Palermo
Skills you'll gain: Talent Management, Decision Making, Time Management, Productivity, Recruitment Strategies, Diversity Equity and Inclusion Initiatives, Leadership, Conflict Management, Team Motivation, Employee Retention, Human Resources Management and Planning, Human Resources, Cultural Diversity, Diversity and Inclusion, Team Building, Teamwork, Cultural Sensitivity, Business Transformation, Recognizing Others, Professional Development
Beginner · Specialization · 3 - 6 Months

University of Michigan
Skills you'll gain: Team Leadership, Team Management, Team Building, Teamwork, Conflict Management, Team Motivation, Trustworthiness, Decision Making, Rapport Building, Cooperation, People Management, Goal Setting, Leadership, Professional Development, Performance Management, Employee Performance Management, Organizational Structure, Coordination, Diversity and Inclusion
Mixed · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Data Quality, Data Management, Technical Communication, Data Analysis, Data-Driven Decision-Making, Statistical Analysis, Data Science, Statistical Machine Learning, Statistical Inference, Statistics, A/B Testing, Statistical Modeling
Mixed · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Management Accounting, Variance Analysis, Performance Measurement, Budgeting, Accounting, Capital Budgeting, Performance Management, Financial Statements, Financial Analysis, Cash Flows, Organizational Structure, Decision Making
Build toward a degree
Intermediate · Course · 1 - 4 Weeks