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 Virginia
Skills you'll gain: Revenue Management, Global Marketing, Consumer Behaviour, Marketing Psychology, Customer Insights, Customer Analysis, Case Studies, Market Research, Behavioral Economics, Decision Making, Analysis
★ 4.8 (378) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Emotional Intelligence, Personal Development, Self-Awareness, Persistence, Growth Mindedness, Self-Discipline, Self-Motivation, Adaptability, Resilience, Interpersonal Communications, Overcoming Obstacles, Communication, Communication Strategies, Culture, Habit Formation, Decision Making
★ 4.7 (1K) · Beginner · Course · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Data Storytelling, Business Analytics, Responsible AI, Analytics, Data-Driven Decision-Making, Data Literacy, Data Presentation, Exploratory Data Analysis, Data Analysis, Business Communication, Dashboard, Analytical Skills, Decision Intelligence, Storytelling, Dashboard Creation, Analysis, Data Ethics, Data Visualization, Artificial Intelligence, Strategic Communication
★ 4.6 (664) · Beginner · Course · 1 - 4 Weeks

SkillUp
Skills you'll gain: Decision Intelligence, Artificial Intelligence, Model Evaluation, Accountability Frameworks, Generative AI, Business Workflow Analysis, Safety Assurance, Ethical Standards And Conduct, Data Validation, Scenario Testing, Verification And Validation
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Analysis Expressions (DAX), Star Schema, Power BI, Real Time Data, Business Intelligence, Dashboard, Dashboard Creation, Business Logic, Data Modeling, Data Architecture, Performance Analysis, Performance Tuning, Query Languages, Data Pipelines, Process Analysis, Data Analysis, Data Capture
Advanced · Course · 1 - 3 Months

Skills you'll gain: Lean Six Sigma, Six Sigma Methodology, Kaizen Methodology, Operational Excellence, Lean Manufacturing, Operational Efficiency, Lean Methodologies, Process Flow Diagrams, Process Improvement, Process Improvement and Optimization, Quality Improvement, Process Mapping, Pareto Chart, Process Analysis, Continuous Improvement Process, Process Optimization, Process Management, Service Improvement, Quality Management, Data Collection
Beginner · Course · 1 - 3 Months

Pearson
Skills you'll gain: Intellectual Property, Growth Strategies, Sales Process, Entrepreneurship, Commercialization, Business Strategy, Marketing, Strategic Partnership, Sales, Sustainable Business, Mergers & Acquisitions, Innovation, Strategic Decision-Making
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Responsible AI, Model Deployment, Model Training, Convolutional Neural Networks, Classification Algorithms, Data Analysis, Image Analysis, Data Store, Data Integration, Data Lakes, Model Evaluation, Transfer Learning, Cloud Management, Machine Learning Methods, Machine Learning, Data Processing, Data Preprocessing, Data Pipelines, Data Transformation, Data Manipulation
★ 4.2 (621) · Intermediate · Professional Certificate · 3 - 6 Months

National Taiwan University
Skills you'll gain: Supervised Learning, Model Training, Machine Learning, Machine Learning Methods, Statistical Machine Learning, Model Evaluation, Machine Learning Algorithms, Artificial Intelligence and Machine Learning (AI/ML), Theoretical Computer Science, Classification Algorithms, Mathematical Modeling, Statistical Methods, Probability & Statistics, Algorithms, Statistical Inference
★ 4.9 (938) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Prompt Engineering, Responsible AI, Amazon Bedrock, Retrieval-Augmented Generation, Multimodal Prompts, Generative AI, AWS SageMaker, Generative AI Agents, LLM Application, Vector Databases, Amazon Web Services, Large Language Modeling, Agentic Workflows, Human Centered Design, Agentic systems, Embeddings, Data Ethics, Data Governance, Natural Language Processing, Benchmarking
Advanced · Course · 1 - 4 Weeks
Duke University
Skills you'll gain: Pandas (Python Package), Bash (Scripting Language), Version Control, Jupyter, Linux Commands, Git (Version Control System), Shell Script, Linux, Web Scraping, Linux Administration, Data Manipulation, MySQL, Microservices, AWS SageMaker, SQL, JSON, Command-Line Interface, Python Programming, Big Data, Data Science
★ 4.5 (485) · Beginner · Specialization · 3 - 6 Months

IE Business School
Skills you'll gain: Marketing Communications, Integrated Marketing Communications, Advertising Campaigns, Advertising, Marketing, Marketing Budgets, Brand Marketing, Campaign Planning, Communication Planning, Marketing Planning, Marketing and Public Relations, Marketing Design, Brand Strategy, Media and Communications, Brand Management, Brand Loyalty, Branding, Marketing Management, Marketing Psychology, Communication
★ 4.7 (2.5K) · Beginner · Course · 1 - 4 Weeks