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.

Johns Hopkins University
Skills you'll gain: Rmarkdown, Version Control, Data Science, R (Software), Git (Version Control System), GitHub, Software Versioning, Data Literacy, General Science and Research, Data Analysis, R Programming, Development Environment, Statistical Reporting, Software Installation
Mixed · Course · 1 - 4 Weeks

University of California, Davis
Skills you'll gain: Dashboard Creation, Dashboard, Data Storytelling, Tableau Software, Data Presentation, Data Visualization, Advanced Analytics, Graphic and Visual Design, Stakeholder Analysis, Interactive Data Visualization, Data Visualization Software, Data Literacy, Exploratory Data Analysis, Data Ethics, Data Analysis, Graphing, Visualization (Computer Graphics), Data Mapping, Requirements Analysis, Storyboarding
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Discussion Facilitation, Team Leadership, Team Building, Team Management, Organizational Leadership, Collaboration, Leadership, Organizational Effectiveness, Team Performance Management, Decision Making, Productivity, Brainstorming, Team Collaboration, Organizational Development, Leadership Development, Coordination, Professional Development, Complex Problem Solving, Course Development, Environment
Mixed · Course · 1 - 4 Weeks

Sage Publications
Skills you'll gain: Marketing Planning, Strategic Marketing, Campaign Planning, Marketing Management, Target Market, Consumer Behaviour, Strategic Leadership, Marketing Strategies, Customer experience improvement, Marketing Strategy and Techniques, Value Propositions, Business Leadership, Marketing Effectiveness, Customer experience strategy (CX), Organizational Leadership, Marketing Psychology, Leadership and Management, Strategic Planning, Decision Making, Consumer Lending
Beginner · Course · 1 - 3 Months
Skills you'll gain: Social Media Marketing, Social Media Strategy, Paid media, Social Media Management, Social Media Content, Social Media Campaigns, Content Creation, Drive Engagement, Digital Media Strategy, Content Performance Analysis, Content Scheduling, Driving engagement, Digital Advertising, Advertising Campaigns, Customer Engagement, Brand Awareness, Advertising, Brand Management, Marketing Analytics, Branding
Beginner · Course · 1 - 3 Months

DeepLearning.AI
Skills you'll gain: Unsupervised Learning, Applied Machine Learning, Responsible AI, Data Ethics, Machine Learning, Supervised Learning, Artificial Intelligence, Reinforcement Learning, Artificial Neural Networks, Deep Learning, Anomaly Detection, Dimensionality Reduction
Beginner · Course · 1 - 4 Weeks
Skills you'll gain: Data Storytelling, Data Ethics, Data Analysis, Data-Driven Decision-Making, Analytics, Workflow Management, Data Science, Advanced Analytics, Analytical Skills, Business Solutions, Technical Communication, Process Design, Project Management, Communication, Stakeholder Communications, Machine Learning
Advanced · Course · 1 - 3 Months

Skills you'll gain: Derivatives, Financial Market, Futures Exchange, Investment Management, Financial Management, Portfolio Risk, Capital Markets, Credit Risk, Financial Trading, Securities (Finance), Investments, Market Dynamics, Risk Management, Finance, Financial Analysis, Decision Making, Risk Analysis, Analysis, Market Analysis, Analytical Skills
Mixed · Course · 1 - 3 Months
University of Michigan
Skills you'll gain: Pandas (Python Package), Data Manipulation, NumPy, Data Processing, Data Cleansing, Data Wrangling, Data Transformation, Data Preprocessing, Data Science, Statistical Analysis, Data-Driven Decision-Making, Pivot Tables And Charts, Data Analysis, Statistical Methods, Python Programming, Data Import/Export, Scripting Languages, Probability & Statistics, Programming Principles, Text Mining
Intermediate · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Influencing, Constructive Feedback, Storytelling, Decision Making, Professional Networking, Public Speaking, Non-Verbal Communication, Creative Thinking, Self-Awareness, Communication, Creativity, Independent Thinking, People Development, Decision Intelligence, Relationship Building, Tactfulness, People Management, Relationship Management, Growth Mindedness, Recognizing Others
Beginner · Specialization · 1 - 3 Months

Wesleyan University
Skills you'll gain: Regression Analysis, Data Storytelling, Logistic Regression, Classification And Regression Tree (CART), Statistical Hypothesis Testing, Descriptive Statistics, Data Presentation, Statistical Analysis, Statistical Software, Correlation Analysis, Plot (Graphics), Exploratory Data Analysis, Statistical Visualization, Data Manipulation, Decision Tree Learning, Statistical Machine Learning, Data Analysis, Statistical Methods, Machine Learning, Statistics
Beginner · Specialization · 3 - 6 Months

Sage Publications
Skills you'll gain: Project Closure, Project Management, Project Management Life Cycle, Resource Management, Resource Allocation, Stakeholder Engagement, Stakeholder Management, Project Portfolio Management, Project Management Office (PMO), Project Risk Management, Program Management, Stakeholder Communications, Knowledge Transfer, Risk Management, Governance, Innovation, Project Performance, Change Management, Strategic Planning, Decision Making
Advanced · Course · 1 - 3 Months