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.

Saïd Business School, University of Oxford
Skills you'll gain: Financial Services, Artificial Intelligence, FinTech, Financial Regulation, Banking, Fraud detection, Machine Learning, Data Ethics, Natural Language Processing, AI Personalization, Deep Learning, Credit Risk, Data-Driven Decision-Making, Case Studies, Reinforcement Learning, Big Data, Algorithms, Data Management, Customer Service
Beginner · Course · 1 - 4 Weeks

LearnKartS
Skills you'll gain: Critical Thinking, Problem Solving, Growth Mindedness, Creative Thinking, Complex Problem Solving, Creative Problem-Solving, Strategic Thinking, Cognitive flexibility, Brainstorming, Continuous Improvement Process, Systems Thinking, Analytical Skills, Decision Making, Process Analysis, Analysis, Root Cause Analysis, Data-Driven Decision-Making
Beginner · Course · 1 - 4 Weeks

EIT Digital
Skills you'll gain: Computational Logic, Theoretical Computer Science, Systems Analysis, Graph Theory, Verification And Validation, Algorithms, Data Structures
Intermediate · Course · 1 - 4 Weeks

University of Zurich
Skills you'll gain: Systems Thinking, Sustainable Development, Complex Problem Solving, Sustainability Standards, Teaching, Environment, Curriculum Planning, Environmental Science, Decision Making, Climate Change Mitigation
Beginner · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Health Insurance Portability And Accountability Act (HIPAA) Compliance, Data Management, Data Integrity, Practice Management Software, Health Information Management, Data Quality, Health Informatics, Medical Records, Electronic Medical Record, Health Care, Patient Registration, Clinical Documentation, Data Security, Computerized Physician Order Entry, Data Analysis
Beginner · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Data Literacy, Data Visualization, Data Analysis, Research Design, Descriptive Statistics, Analytics, Analysis, Statistics, Quantitative Research, Statistical Methods, Probability & Statistics
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Amazon S3, Amazon Web Services, Cloud Hosting, Version Control, Application Deployment, Cloud Storage, Web Design and Development, Public Cloud
Beginner · Guided Project · Less Than 2 Hours

Starweaver
Skills you'll gain: Credit Risk, Financial Statement Analysis, Financial Statements, Financial Analysis, Lending and Underwriting, Commercial Lending, Risk Analysis, Consumer Lending, Financial Accounting, Analysis, Balance Sheet, Business Metrics, Loans, Financial Market, Securities (Finance), Financial Acumen, Market Data, Risk Management, Equities, Cash Flows
Beginner · Course · 1 - 4 Weeks

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

Alfaisal University | KLD
Skills you'll gain: Capital Budgeting, Return On Investment, Financial Analysis, Cost Benefit Analysis, Investments, Decision Making, Business Mathematics, Risk Analysis, Cash Flows
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Unsupervised Learning, Regression Analysis, Dimensionality Reduction, Data Analysis, Anomaly Detection, Supervised Learning, Machine Learning, Analytics, Predictive Modeling, Statistical Analysis, Applied Machine Learning, Statistical Modeling, Scikit Learn (Machine Learning Library), Classification And Regression Tree (CART), Data Mining, Machine Learning Algorithms, Exploratory Data Analysis, Feature Engineering, Machine Learning Methods, Data Science
Intermediate · Specialization · 3 - 6 Months

Johns Hopkins University
Skills you'll gain: Descriptive Statistics, Linear Algebra, Exploratory Data Analysis, Data-Driven Decision-Making, Data Analysis, Bayesian Statistics, Statistics, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Probability, Regression Analysis, Calculus, Statistical Analysis, Advanced Mathematics, Applied Mathematics, Probability Distribution, Mathematical Modeling, Integral Calculus, Algebra, Machine Learning Algorithms
Beginner · Course · 1 - 3 Months