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 Illinois Urbana-Champaign
Skills you'll gain: Financial Policy, Banking, Financial Market, Capital Markets, Financial Regulation, Finance, Economics, International Finance, Market Liquidity, Supply And Demand, Market Dynamics, Policy Analysis, Crisis Management
Build toward a degree
Intermediate · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Medical Privacy, Health Insurance Portability And Accountability Act (HIPAA) Compliance, Data Management, Data Integrity, Health Information Management, Data Quality, Health Informatics, Medical Records, Electronic Medical Record, Personally Identifiable Information, Data-Driven Decision-Making, Clinical Documentation, Data Security
Beginner · Course · 1 - 4 Weeks

Emory University
Skills you'll gain: AI Personalization, Generative AI, Marketing Automation, Customer Retention, Personalized Service, Marketing Operations, Marketing Analytics, Marketing Effectiveness, Data-Driven Decision-Making, Customer experience improvement, Marketing Strategies, Marketing, AI Enablement, Responsible AI, Customer Engagement, Business Marketing, Customer Acquisition Management, Artificial Intelligence, Customer Insights, Marketing Psychology
Beginner · Specialization · 3 - 6 Months

Universiteit Leiden
Skills you'll gain: Value-Based Care, Health Care Administration, Behavioral Economics, Health Systems, Payment Systems, Health Policy, Performance Measurement, Benchmarking, Risk Management, Cost Reduction, Accountability, Decision Making, Critical Thinking
Beginner · Course · 1 - 3 Months

LearnQuest
Skills you'll gain: Model Evaluation, Random Forest Algorithm, Keras (Neural Network Library), Tensorflow, Deep Learning, Artificial Neural Networks, Decision Tree Learning, Scikit Learn (Machine Learning Library), Machine Learning, Regression Analysis, Classification Algorithms, Python Programming
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Data Management, Data Collection, Data Governance, Data Analysis, Information Privacy, Data Quality, Data Storage, Data Security, Data-Driven Decision-Making, Data Architecture, Data Visualization Software, Big Data, Machine Learning
Beginner · Course · 1 - 4 Weeks

Fundação Instituto de Administração
Skills you'll gain: Innovation, Project Risk Management, Risk Management, New Product Development, Organizational Strategy, Product Development, Project Management, Project Portfolio Management, Strategic Partnership, Product Improvement, Portfolio Management, Decision Making
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Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Agile Project Management, AI Enablement, Predictive Modeling, Agile Methodology, Innovation, Project Management Life Cycle, Project Management, Data-Driven Decision-Making, Automation, Artificial Intelligence, Digital Transformation, Risk Management, Change Management
Beginner · Course · 1 - 4 Weeks

Corporate Finance Institute
Skills you'll gain: Classification Algorithms, Data Preprocessing, Feature Engineering, Model Evaluation, Data Import/Export, Matplotlib, Data Science, Regression Analysis, Financial Data, Data Analysis, Exploratory Data Analysis, Business Analytics, Data Cleansing, Pandas (Python Package), Machine Learning Algorithms, Statistical Visualization, Financial Analysis, Statistical Modeling, Statistical Analysis, Predictive Analytics
Advanced · Specialization · 3 - 6 Months
Skills you'll gain: Data Ethics, Responsible AI, Regulatory Compliance, Business Ethics, Compliance Management, AI Enablement, Applied Machine Learning, Project Implementation, AI Product Strategy, Business Solutions, Solution Design, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning, Model Evaluation, MLOps (Machine Learning Operations), Data-Driven Decision-Making, Machine Learning Algorithms
Intermediate · Course · 1 - 4 Weeks

Illinois Tech
Skills you'll gain: Database Design, Relational Databases, Database Management, Database Theory, Databases, SQL, Database Development, MySQL, Database Systems, Transaction Processing, Data Integrity, Database Management Systems, Stored Procedure, Data Modeling, Unified Modeling Language, Query Languages, Data Manipulation, Java, Diagram Design, Application Development
Build toward a degree
Beginner · Specialization · 3 - 6 Months

University of Michigan
Skills you'll gain: Influencing, Professional Networking, Persuasive Communication, Leadership, Relationship Building, Stakeholder Analysis, Communication, Organizational Leadership, Decision Making, Business Ethics
Mixed · Course · 1 - 4 Weeks