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.

EDHEC Business School
Skills you'll gain: Environmental Policy, Economics, Climate Change Programs, Environmental Issue, Economics, Policy, and Social Studies, Financial Policy, Climate Change Mitigation, Cost Benefit Analysis, Policy Analysis, Climate Change Adaptation, Futures Exchange, Environmental Regulations, Derivatives, Market Analysis, Financial Market, Tax, Financial Trading, Mathematical Modeling
★ 4.6 (71) · Beginner · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Machine Learning Methods, Dimensionality Reduction, Unsupervised Learning, Machine Learning Algorithms, Applied Machine Learning, Machine Learning, Regression Analysis, Supervised Learning, Data Science, Decision Tree Learning, Statistical Analysis, Classification Algorithms, Predictive Modeling, Artificial Neural Networks, Logistic Regression
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Investment Management, Performance Measurement, Portfolio Management, Performance Metric, Performance Analysis, Investments, Portfolio Risk, Benchmarking, International Finance, Risk Management, Financial Regulation, Analysis, Strategic Decision-Making, Case Studies, Business, Decision Making, Time Series Analysis and Forecasting
★ 4.5 (19) · Mixed · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Human Capital, Human Resources Management and Planning, Human Resource Strategy, Human Resources, Organizational Change, Change Management, Talent Management, Human Relations Movement, Employee Relations, Human Resource Management, Labor Relations, Diversity Equity and Inclusion Initiatives, HR Tech, Staff Management, Intercultural Competence, Cultural Diversity, Industrial and Organizational Psychology, People Analytics, Leadership, Communication
★ 4.7 (77) · Intermediate · Specialization · 1 - 3 Months

Simplilearn
Skills you'll gain: Project Risk Management, Business Analysis, Project Management, Risk Management, Project Planning, Data Visualization, Agile Methodology, Agile Project Management, Microsoft Excel, Cost Management, Interactive Data Visualization, Stakeholder Engagement, Excel Formulas, Pivot Tables And Charts, Business Analytics, Stakeholder Management, Business Requirements, Solution Design, Data Analysis, Data Validation
★ 4.4 (57) · Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Model Evaluation, Data Preprocessing, JUnit, Model Training, Build Tools, MLOps (Machine Learning Operations), Java, Performance Tuning, Decision Tree Learning, Classification And Regression Tree (CART), Apache Maven, Data Structures, Random Forest Algorithm, Gradle, Data Pipelines, Software Architecture, Software Design, Object Oriented Programming (OOP), Apache, Machine Learning
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Key Performance Indicators (KPIs), Proposal Development, Account Strategy, Solution Selling, Business Writing, Responsible AI, Regulatory Compliance, Budget Management, Productivity Software, Consultative Approaches, Consultative Selling, Performance Analysis, Customer Relationship Management (CRM) Software, Account Management, Performance Metric, Financial Management, Administrative Support, Sales Process, Content Management, Generative AI
★ 4.6 (6) · Advanced · Professional Certificate · 3 - 6 Months

Arizona State University
Skills you'll gain: Usability, Usability Testing, Problem Solving, Human Factors, Human Computer Interaction, Human Centered Design, Critical Thinking and Problem Solving, Creativity, User Centered Design, Creative Problem-Solving, Kinesiology, Sensory Systems Analysis, UI/UX Research, User Research, Decision Making, Display Devices, Human Learning, Exercise Science, Accident Prevention, Mitigation
★ 4.8 (59) · Intermediate · Specialization · 3 - 6 Months

The Chinese University of Hong Kong
Skills you'll gain: Model Optimization, Debugging, Mathematical Modeling, Operations Research, Computational Logic, Code Reusability, Algorithms, Geometry
★ 4.9 (143) · Intermediate · Course · 1 - 3 Months

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

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

L&T EduTech
Skills you'll gain: Oil and Gas, Petroleum Industry, Big Data, Data Management, Data Processing, Applied Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Process Engineering, Geostatistics, Image Analysis, Production Process, Machine Learning Methods, Energy and Utilities, Machine Learning, Predictive Modeling, Machine Learning Algorithms
★ 4.8 (63) · Beginner · Course · 1 - 4 Weeks