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 Pennsylvania
Skills you'll gain: Financial Reporting, Return On Investment, Financial Acumen, Financial Data, Capital Budgeting, Financial Statement Analysis, Financial Statements, Financial Accounting, Business Modeling, Mathematical Modeling, Finance, Regression Analysis, Financial Modeling, Statistical Modeling, Income Statement, Spreadsheet Software, Predictive Modeling, Financial Forecasting, Microsoft Excel, Corporate Finance
Beginner · Specialization · 3 - 6 Months

Johns Hopkins University
Skills you'll gain: Risk Modeling, Operations Research, Regression Analysis, Network Model, Resource Allocation, Excel Macros, Business Analytics, Decision Making, Risk Analysis, Simulation and Simulation Software, Microsoft Excel, Business Risk Management, Strategic Decision-Making, Business Modeling, Financial Modeling, Data-Driven Decision-Making, Excel Formulas, Business, Spreadsheet Software, Data Analysis
Beginner · Specialization · 3 - 6 Months

DeepLearning.AI
Skills you'll gain: Transfer Learning, Deep Learning, Artificial Intelligence and Machine Learning (AI/ML), Applied Machine Learning, Machine Learning Methods, Machine Learning, Debugging, Model Training, Decision Intelligence, AI Product Strategy, Model Optimization, Model Evaluation, Data-Driven Decision-Making, AI Workflows
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Prompt Engineering, Prompt Patterns, ChatGPT, Generative AI, Generative Model Architectures, Responsible AI, Program Management, Risk Management, Stakeholder Engagement, Project Management Institute (PMI) Methodology, Stakeholder Analysis, Strategic Decision-Making, AI literacy, Decision Intelligence, Stakeholder Management, AI Integrations, Artificial Intelligence and Machine Learning (AI/ML), Augmented and Virtual Reality (AR/VR), Governance, Machine Learning
Intermediate · Specialization · 1 - 3 Months

University of Pennsylvania
Skills you'll gain: Human Capital, People Management, Human Resource Strategy, Staff Management, Leadership and Management, Human Relations Movement, Team Performance Management, Leadership Studies, Decision Making, Organizational Structure, Organizational Effectiveness, Organizational Change, Organizational Leadership, Employee Performance Management, Team Motivation, Strategic Decision-Making, Compensation and Benefits, Organizational Development, Change Management, Performance Appraisal
Beginner · Course · 1 - 4 Weeks

University of California San Diego
Skills you'll gain: Bioinformatics, Molecular Biology, Dimensionality Reduction, Unsupervised Learning, Statistical Methods, Applied Machine Learning, Data Analysis Software, Machine Learning Algorithms, Molecular, Cellular, and Microbiology, Markov Model, Biotechnology, Life Sciences, Infectious Diseases, Microbiology, Epidemiology, Statistical Analysis, Precision Medicine, Algorithms, Computational Thinking, Python Programming
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Data Storytelling, Data Ethics, Data Analysis, Data-Driven Decision-Making, Analytics, Workflow Management, Data Science, Advanced Analytics, Analytical Skills, Business Solutions, Technical Communication, Process Design, Project Management, Communication, Stakeholder Communications, Machine Learning
Advanced · Course · 1 - 3 Months
Madecraft
Skills you'll gain: Critical Thinking, Critical Thinking and Problem Solving, Deductive Reasoning, Independent Thinking, Logical Reasoning, Social Skills, Active Listening, Analytical Skills, Honesty, Cognitive flexibility, Open Mindset, Creative Thinking, Persuasive Communication, Problem Solving, Research, Decision Making, Communication, Interpersonal Communications, Verbal Communication Skills, Self-Awareness
Beginner · Course · 1 - 4 Weeks
University of Pennsylvania
Skills you'll gain: Return On Investment, Capital Budgeting, Finance, Financial Forecasting, Forecasting, Cash Flow Forecasting, Financial Modeling, Financial Analysis, Financial Planning, Corporate Finance, Business Valuation, Cash Flows, Risk Analysis, Loans
Mixed · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Negotiation, Decisiveness, Contingency Planning, Planning, Strategic Thinking, Goal Setting, Decision Making, Succession Planning, Customer Success Management
Intermediate · Course · 1 - 4 Weeks

Arizona State University
Skills you'll gain: Negotiation, Conflict Management, Collaboration, Communication, Problem Solving, Decision Making, Emotional Intelligence, Planning, Self-Awareness
Beginner · Course · 1 - 3 Months

IESE Business School
Skills you'll gain: Value Propositions, Brand Management, Financial Statements, Customer Analysis, Marketing, Financial Statement Analysis, Branding, Strategic Leadership, Leadership Development, Business Analytics, Income Statement, Business Analysis, Intercultural Competence, Financial Analysis, Accounting, Financial Management, Financial Acumen, Cash Management, Leadership, Finance
Beginner · Specialization · 3 - 6 Months