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.

Universidad Nacional Autónoma de México
Skills you'll gain: Insurance Policies, General Finance, Waste Minimization, Decision Making, Goal Setting
Beginner · Course · 1 - 3 Months

Skills you'll gain: Classification And Regression Tree (CART), Bayesian Statistics, Model Evaluation, Analytical Skills, Financial Data, SAS (Software), Decision Tree Learning, Data Preprocessing, Data Visualization, Predictive Modeling, Predictive Analytics, Financial Modeling, Business Analytics, Financial Market, Statistical Modeling, Analytics, Finance, Forecasting, Statistics, Banking
Beginner · Specialization · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Business Management, Business Leadership, Organizational Effectiveness, Decision Making, Innovation, Corporate Sustainability, People Management, Ethical Standards And Conduct, Leadership, Culture Transformation, Systems Thinking, Competitive Analysis, Strategic Partnership, Business Modeling, Environmental Social And Corporate Governance (ESG), Market Analysis, Influencing, Value Propositions, Growth Strategies, Culture
Beginner · Specialization · 3 - 6 Months

Johns Hopkins University
Skills you'll gain: Risk Modeling, Operations Research, Regression Analysis, Network Model, Resource Allocation, Excel Macros, Business Analytics, Decision Making, Risk Analysis, Simulation and Simulation Software, Microsoft Excel, Strategic Decision-Making, Data Modeling, Business Modeling, Financial Modeling, Data-Driven Decision-Making, Excel Formulas, Business, Spreadsheet Software, Data Analysis
Beginner · Specialization · 3 - 6 Months

Stanford Online
Skills you'll gain: Nutrition Education, Cooking, Meal Planning And Preparation, Nutrition and Diet, Child Health, Working With Children, Cultural Sensitivity, Decision Making
Beginner · Course · 1 - 3 Months
Johns Hopkins University
Skills you'll gain: Rmarkdown, Exploratory Data Analysis, R (Software), Version Control, Statistical Analysis, R Programming, Data Manipulation, Data Cleansing, Data Science, Data Wrangling, Data Visualization, Data Processing, Plot (Graphics), Statistical Programming, Statistical Visualization, Ggplot2, Knitr, Data Sharing, GitHub, Machine Learning
Beginner · Specialization · 3 - 6 Months

University of Pennsylvania
Skills you'll gain: Financial Reporting, Return On Investment, Financial Acumen, Financial Data, Capital Budgeting, Financial Statement Analysis, Financial Statements, Financial Accounting, Business Modeling, Mathematical Modeling, Finance, Regression Analysis, Financial Modeling, Statistical Modeling, Income Statement, Spreadsheet Software, Predictive Modeling, Financial Forecasting, Microsoft Excel, Corporate Finance
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Jest (JavaScript Testing Framework), Django (Web Framework), Restful API, Version Control, GitHub, Git (Version Control System), Responsive Web Design, HTML and CSS, Bootstrap (Front-End Framework), Unix Commands, Back-End Web Development, React.js, API Testing, Relational Databases, Object Oriented Programming (OOP), Database Management Systems, Command-Line Interface, Database Management, Mobile Development, Python Programming
Beginner · Specialization · 3 - 6 Months
Vanderbilt University
Skills you'll gain: Prompt Engineering, Retrieval-Augmented Generation, ChatGPT, Agentic Workflows, Prompt Patterns, Generative AI Agents, AI Enablement, AI Product Strategy, AI Workflows, Generative AI, Prompt Engineering Tools, Multimodal Prompts, OpenAI, Agentic systems, AI Personalization, Artificial Intelligence and Machine Learning (AI/ML), Thought Leadership, Strategic Decision-Making, Responsible AI, Business Strategy
Beginner · Specialization · 3 - 6 Months
Skills you'll gain: Generative AI, AI Enablement, Artificial Intelligence and Machine Learning (AI/ML), AI literacy, Model Training, Machine Learning, Innovation, Critical Thinking
Beginner · Course · 1 - 4 Weeks
Johns Hopkins University
Skills you'll gain: Shiny (R Package), Rmarkdown, Exploratory Data Analysis, Model Evaluation, R (Software), Regression Analysis, Leaflet (Software), Version Control, Statistical Analysis, R Programming, Data Manipulation, Data Cleansing, Data Science, Statistical Inference, Predictive Modeling, Statistical Hypothesis Testing, Data Wrangling, Data Visualization, Machine Learning, GitHub
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Dashboard, Data Warehousing, Extract, Transform, Load, Data Storytelling, SQL, Data Visualization, Dashboard Creation, Database Design, Data Security, Data Migration, Data Governance, Data Presentation, Descriptive Statistics, Data Store, Data Management, Relational Databases, Databases, Data Architecture, Excel Formulas, Business Intelligence
Beginner · Professional Certificate · 3 - 6 Months