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 California, Irvine
Skills you'll gain: Extract, Transform, Load, Data Warehousing, Data Mining, Business Intelligence, Star Schema, Snowflake Schema, Data Modeling, Data Architecture, Unsupervised Learning, Data-Driven Decision-Making, Databases, Predictive Analytics, Predictive Modeling, Cloud Computing, Market Analysis, Classification Algorithms
★ 4.6 (131) · Beginner · Course · 1 - 4 Weeks

Universidad Nacional Autónoma de México
Skills you'll gain: Business Valuation, Corporate Finance, Financial Management, Equities, Capital Budgeting, Business Mathematics, Capital Expenditure, Financial Data, Financial Analysis, Financial Statement Analysis, Fixed Asset, Financial Statements, Cash Flows, Decision Making
★ 4.6 (244) · Intermediate · Course · 1 - 3 Months

University of Pennsylvania
Skills you'll gain: Digital Transformation, Supply Chain Management, E-Commerce, Supply Chain, Retail Store Operations, Analytics, Digital Analysis, Supply Chain Systems, Business Analytics, Customer Analysis, Business Technologies, Descriptive Analytics, Customer Demand Planning, Predictive Analytics, Consumer Behaviour, Decision Making
★ 4.6 (128) · Beginner · Course · 1 - 4 Weeks
Skills you'll gain: Data-Driven Decision-Making, Project Performance, Product Improvement
★ 4.8 (56) · Beginner · Course · 1 - 4 Weeks

LearnQuest
Skills you'll gain: Model Evaluation, Random Forest Algorithm, Model Optimization, Keras (Neural Network Library), Tensorflow, Artificial Intelligence and Machine Learning (AI/ML), Deep Learning, Artificial Neural Networks, Decision Tree Learning, Machine Learning Methods, Applied Machine Learning, Predictive Modeling, Fine-tuning, Scikit Learn (Machine Learning Library), Regression Analysis, Classification Algorithms, Python Programming
★ 3.2 (18) · Intermediate · Course · 1 - 4 Weeks

Unilever
Skills you'll gain: Supply Chain Systems, Supply Chain Management, Supply Chain, Data Management, Data Lakes, Supply Chain Planning, Data Analysis Software, Real Time Data, Data Storage Technologies, Inventory Management System, Forecasting, Demand Planning, Data Analysis, Data-Driven Decision-Making, AI Enablement, Problem Solving
★ 4.7 (85) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Prompt Engineering, Responsible AI, Business Analysis, Data-Driven Decision-Making, Process Modeling, Data Analysis, Business Workflow Analysis, AI Integrations, Process Analysis, Data Storytelling, Artificial Intelligence, Business Process Automation, Generative AI, Stakeholder Communications, Business Requirements, Requirements Elicitation, Requirements Analysis, Workflow Management, Process Optimization
★ 4.8 (72) · Intermediate · Course · 1 - 4 Weeks
Skills you'll gain: Model Evaluation, Classification And Regression Tree (CART), Data Ethics, Applied Machine Learning, Model Training, Unsupervised Learning, Convolutional Neural Networks, Random Forest Algorithm, Data Preprocessing, Data Analysis, Regression Analysis, Responsible AI, Recurrent Neural Networks (RNNs), Data Collection, Compliance Training, Regulatory Compliance, Test Tools, Learning Strategies, Test Planning, Goal Setting
★ 4.6 (340) · Intermediate · Professional Certificate · 3 - 6 Months

Skills you'll gain: Supervised Learning, Data Modeling, Unsupervised Learning, Applied Machine Learning, Data Analysis, Regression Analysis, Machine Learning Methods, Classification Algorithms, Machine Learning Algorithms, Machine Learning, Predictive Modeling, Decision Tree Learning, Predictive Analytics, Logistic Regression, Random Forest Algorithm
Beginner · Course · 1 - 4 Weeks

O.P. Jindal Global University
Skills you'll gain: Crisis Management, Negotiation, Mediation, Conflict Management, Diplomacy, Leadership Development, Organizational Leadership, Leadership Studies, Ethical Standards And Conduct, Leadership, Public Affairs, Business Leadership, Emergency Response, Strategic Leadership, Policy Development, Human Services, Policy Analysis, Research, and Development, International Relations, Economics, Governance
★ 4.7 (53) · Beginner · Specialization · 3 - 6 Months

The Chinese University of Hong Kong
Skills you'll gain: Operations Research, Model Optimization, Applied Mathematics, Mathematical Modeling, Problem Solving, Process Modeling, Mathematical Software, Combinatorics, Graph Theory, Computational Logic, Computational Thinking, Data Structures
★ 4.8 (460) · Intermediate · Course · 1 - 4 Weeks

University of Alberta
Skills you'll gain: Scientific Methods, Science and Research, General Science and Research, Research Methodologies, Research, Research Design, Peer Review, Experimentation, Media and Communications, Correlation Analysis, Journalism, Statistical Analysis, Probability & Statistics, Descriptive Statistics, Communication
★ 4.4 (290) · Beginner · Course · 1 - 3 Months