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.

Skills you'll gain: Regression Analysis, Predictive Modeling, Exploratory Data Analysis, Model Evaluation, Model Training, Statistical Machine Learning, Scikit Learn (Machine Learning Library), Supervised Learning, Machine Learning Methods, Statistical Methods, Applied Machine Learning, Machine Learning, Data Preprocessing, Decision Tree Learning, Deep Learning, Data Analysis, Test Data, Artificial Neural Networks, Data Import/Export, Python Programming
Beginner · Guided Project · Less Than 2 Hours

Automatic Data Processing, Inc. (ADP)
Skills you'll gain: Recruitment, Interviewing Skills, Recruitment Strategies, Talent Acquisition, Employee Onboarding, Decision Making, Resource Utilization
Intermediate · Course · 1 - 4 Weeks

Illinois Tech
Skills you'll gain: Database Design, Database Systems, Relational Databases, Database Software, Databases, Database Application, Database Management, Database Management Systems, Database Development, SQL, MySQL, Database Theory, Transaction Processing, Stored Procedure, Data Modeling, Unified Modeling Language, Data Integrity, Query Languages, Data Access, Application Development
Build toward a degree
Beginner · Specialization · 3 - 6 Months

University of Michigan
Skills you'll gain: Influencing, Persuasive Communication, Leadership, Relationship Building, Rapport Building, Professional Networking, Relationship Management, Organizational Leadership, Oral Expression, Stakeholder Analysis, Decision Making, Organizational Structure, Business Ethics
Mixed · Course · 1 - 4 Weeks

University of California San Diego
Skills you'll gain: Predictive Modeling, Data Manipulation, Predictive Analytics, Big Data, Data Mining, Data Analysis, Data Science, Data-Driven Decision-Making, Unsupervised Learning, Analytics, Data Analysis Software, Model Evaluation, No-Code Development, Software Installation
Beginner · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Asset Management, Budgeting, Operating Budget, Fixed Asset, Small Business Accounting, Expense Management, Accounting, Financial Data, Financial Analysis, Financial Statement Analysis, General Accounting, Cost Accounting, Financial Accounting, Financial Management, Operating Expense, Financial Reporting, Generally Accepted Accounting Principles (GAAP), Income Statement, Business Operations, Communication Strategies
Beginner · Course · 1 - 3 Months

National Taiwan University
Skills you'll gain: Machine Learning Methods, Model Optimization, Statistical Machine Learning, Machine Learning Algorithms, Applied Machine Learning, Supervised Learning, Machine Learning, Model Training, Feature Engineering, Decision Tree Learning, Deep Learning, Model Evaluation, Embeddings, Predictive Modeling, Classification Algorithms, Dimensionality Reduction, Artificial Neural Networks, Random Forest Algorithm, AI Personalization, Regression Analysis
Intermediate · Course · 3 - 6 Months

London Business School
Skills you'll gain: AI Enablement, Artificial Intelligence and Machine Learning (AI/ML), Leadership Studies, Business Leadership, Organizational Leadership, Responsible AI, Business Transformation, Artificial Intelligence, Data Strategy, Digital Transformation, Communication, Stakeholder Communications, Technology Strategies, AI Integrations, Business Strategy, Business Ethics, Machine Learning, Scalability, Case Studies, Decision Making
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Product Lifecycle Management, Prompt Engineering Tools, Sustainable Design, Sustainable Engineering, Digital Transformation, Customer experience improvement, Project Planning, Business Acumen, Electronic Hardware, Electronic Systems, Engineering Design Process, Project Management, Internet Of Things, Collaboration, Artificial Intelligence, Business Communication, Teamwork, Risk Management, Leadership, Generative AI
Beginner · Specialization · 3 - 6 Months

University of Colorado System
Skills you'll gain: Hospice, Patient Communication, Caregiving, Patient-centered Care, Patient Education and Support, Care Management, Patient Advocacy, Mental Health Diseases and Disorders, Psychosocial Assessments, Family Support, Treatment Planning, Mental Health, Stress Management, Discussion Facilitation, Mental Health Therapies
Beginner · Course · 1 - 3 Months

Illinois Tech
Skills you'll gain: Predictive Modeling, Machine Learning Algorithms, Predictive Analytics, Data Cleansing, Unsupervised Learning, Data Transformation, Data Analysis, Statistical Machine Learning, Analytics, Data Science, Data Mining, R (Software), Classification Algorithms, Applied Machine Learning, Supervised Learning, Decision Tree Learning, Data Preprocessing, Machine Learning, Artificial Neural Networks
Intermediate · Course · 1 - 3 Months

Packt
Skills you'll gain: Ansible, Devops Tools, Containerization, Docker (Software), Artifactory, Kubernetes, Prometheus (Software), Apache Maven, GitHub, SonarQube, CI/CD, DevOps, Continuous Integration, Version Control, Application Deployment, Build Tools, Continuous Deployment, Grafana, Continuous Delivery, Configuration Management
Intermediate · Specialization · 3 - 6 Months