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.

Fred Hutchinson Cancer Center
Skills you'll gain: Responsible AI, AI Enablement, Artificial Intelligence, AI Product Strategy, Leadership, Artificial Intelligence and Machine Learning (AI/ML), Ethical Standards And Conduct, LLM Application, Generative AI, Decision Making
Beginner · Course · 1 - 4 Weeks

Macquarie University
Skills you'll gain: Anomaly Detection, AI Security, Cyber Security Strategy, Cyber Threat Intelligence, Threat Detection, Intrusion Detection and Prevention, Fraud detection, Cybersecurity, Applied Machine Learning, Malware Protection, Threat Modeling, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Network Analysis, Machine Learning, Machine Learning Algorithms, Model Evaluation, Artificial Neural Networks, MLOps (Machine Learning Operations), Data-Driven Decision-Making
Intermediate · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Version Control, GitHub, Git (Version Control System), Data Transformation, Data Science, Data Analysis, R (Software), Data Processing, R Programming, Rmarkdown, Software Installation, Command-Line Interface
Mixed · Course · 1 - 4 Weeks

The State University of New York
Skills you'll gain: Business Strategy, Training and Development, Lifelong Learning, Strategic Decision-Making, Professional Development, Personal Development, Performance Measurement, Self-Awareness, Benchmarking, Organizational Skills, Portfolio Management, Gap Analysis, Goal Setting
Mixed · Course · 1 - 3 Months

Fundação Instituto de Administração
Skills you'll gain: Quantitative Research, Qualitative Research, Marketing Analytics, Market Analysis, Market Research, Survey Creation, Exploratory Data Analysis, Marketing Strategies, Sampling (Statistics), Strategic Marketing, Marketing Management, Data Collection, Market Intelligence, Business Research, Forecasting, Data Analysis, Strategic Decision-Making, Predictive Modeling, Analysis, Marketing
Beginner · Specialization · 3 - 6 Months

Northeastern University
Skills you'll gain: Organizational Change, Change Management, Organizational Leadership, Business Leadership, Organizational Development, Team Leadership, Leadership, Communication Strategies, Organizational Effectiveness, Organizational Structure, Strategic Leadership, Cross-Functional Team Leadership, Team Management, Influencing, Empowerment, Culture, Innovation, Decision Making
Beginner · Course · 1 - 4 Weeks

University of Minnesota
Skills you'll gain: Exploratory Data Analysis, Project Design, Data Mining, Ideation, Design Thinking, Data Analysis, Analytics, Business Analytics, Business Analysis, Sprint Planning, Unsupervised Learning, Case Studies, Anomaly Detection, Tree Maps
Beginner · Course · 1 - 3 Months

Alfaisal University | KLD
Skills you'll gain: Capital Budgeting, Return On Investment, Financial Analysis, Cost Benefit Analysis, Investments, Decision Making, Business Mathematics, Cash Flows
Beginner · Course · 1 - 4 Weeks

University of Colorado System
Skills you'll gain: Machine Learning, Model Evaluation, Applied Machine Learning, Artificial Intelligence, Data Modeling, Supervised Learning, Predictive Modeling, Classification Algorithms, Health Informatics, Diagnostic Tests, Decision Support Systems, Unsupervised Learning, Reinforcement Learning, Regression Analysis, Descriptive Analytics
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Generative AI Agents, Public Relations, Content Creation, Marketing and Public Relations, Responsible AI, AI Personalization, Corporate Communications, Productivity Software, Crisis Management, Prompt Engineering, Team Leadership, Social Media Campaigns, Media Planning
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Data Visualization, Web Scraping, SQL, Data Visualization Software, Pandas (Python Package), NumPy, Data Analysis, Databases, Data Manipulation, Python Programming, Data Processing, Jupyter, Data Wrangling, Data Cleansing, Data Structures
Intermediate · Course · 1 - 4 Weeks

Scrimba
Skills you'll gain: Web Content Accessibility Guidelines, Web Design, Usability, HTML and CSS, User Interface (UI), Semantic Web
Intermediate · Course · 1 - 4 Weeks