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 Pittsburgh
Skills you'll gain: Statistical Modeling, Bayesian Statistics, Logistic Regression, Regression Analysis, Predictive Modeling, Mathematical Modeling, Model Evaluation, Statistical Methods, Statistical Machine Learning, Markov Model, Data-Driven Decision-Making, Statistical Inference, Predictive Analytics, Statistical Analysis, Sampling (Statistics), Probability Distribution, Machine Learning Algorithms, Computational Thinking
Intermediate · Course · 1 - 4 Weeks

University of Maryland, College Park
Skills you'll gain: Customer Analysis, Commercialization, Product Planning, Business Modeling, Strategic Decision-Making, Closing (Sales), Innovation, Entrepreneurship, Entrepreneurial Finance, Market Opportunities, Business Planning, Strategic Thinking, New Product Development, Sales Strategy, Sales Pipelines, Ideation, Customer Insights, Product Development, Sales Presentations, Finance
Beginner · Specialization · 3 - 6 Months

University of Colorado Boulder
Skills you'll gain: Theoretical Computer Science, Algorithms, Graph Theory, Data Structures, Operations Research, Quantum computing, Public Key Cryptography Standards (PKCS), Cryptography, Computational Thinking, Design Strategies, Cryptographic Protocols, Tree Maps, Encryption, Network Model, Combinatorics, Data Science, Computer Science, Mathematical Modeling, Mathematical Software, Python Programming
Build toward a degree
Advanced · Specialization · 3 - 6 Months
Corporate Finance Institute
Skills you'll gain: Consumer Behaviour, Economics, Economic Development, Market Data, Business Economics, Financial Policy, Behavioral Economics, Market Dynamics, Decision Making, Fiscal Management, Public Policies
Beginner · Course · 1 - 3 Months

Edureka
Skills you'll gain: Incident Management, Governance, Incident Response, Data Governance, Compliance Management, Policy Development, Risk Management, Governance Risk Management and Compliance, Risk Management Framework, Supplier Risk Management, Artificial Intelligence, Model Training, Statistical Methods, Analysis, Data Science, Model Optimization, Applied Machine Learning, Predictive Analytics, Machine Learning Methods, Python Programming
Beginner · Specialization · 1 - 3 Months
Madecraft
Skills you'll gain: Decision Making, Critical Thinking, Strategic Thinking, Problem Solving, Self-Awareness, Mitigation, Constructive Feedback, Conflict Management, Learning Strategies, Negotiation, Personal Development, Professional Development
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Algorithms, Computer Programming, Data Structures, Computational Thinking, Theoretical Computer Science
Intermediate · Course · 1 - 3 Months
Stanford University
Skills you'll gain: Game Theory, Bidding, Social Sciences, Resource Allocation, Economics, Social Impact, Behavioral Economics, Decision Making, Mathematical Theory & Analysis
Advanced · Course · 1 - 3 Months

IESE Business School
Skills you'll gain: Financial Statements, Financial Statement Analysis, Income Statement, Accounting, Cash Flows, Balance Sheet, Accrual Accounting, Financial Accounting, Accruals, Financial Reporting, Microsoft Excel, Financial Analysis
Beginner · Course · 1 - 4 Weeks
University of Michigan
Skills you'll gain: Intellectual Property, Strategic Decision-Making, Decision Making, Arbitration, Mediation, Business Ethics, Strategic Leadership, Business Leadership, Leadership, Law, Regulation, and Compliance, Ethical Standards And Conduct, Business Strategy, Talent Acquisition, Contract Management, Legal Risk, Innovation, Regulatory Compliance, Human Resources, New Product Development, Product Development
Beginner · Course · 1 - 3 Months

University of Alberta
Skills you'll gain: Reinforcement Learning, Machine Learning Methods, Machine Learning, Sampling (Statistics), Machine Learning Algorithms, Artificial Intelligence, Deep Learning, Systems Development, Simulations, Solution Architecture, Agentic systems, Feature Engineering, Model Training, Artificial Intelligence and Machine Learning (AI/ML), Markov Model, Decision Intelligence, Supervised Learning, Algorithms, Model Evaluation, Applied Machine Learning
Intermediate · Specialization · 3 - 6 Months

Rutgers the State University of New Jersey
Skills you'll gain: Strategic Sourcing, Supplier Relationship Management, Procurement, Supplier Management, Purchasing, Supply Management, Vendor Relationship Management, Supply Chain, Supplier Performance Management, Vendor Management, Decision Making, Cost Benefit Analysis
Beginner · Course · 1 - 4 Weeks