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: Statistical Visualization, Data Visualization Software, Data Visualization, Scatter Plots, Plot (Graphics), Box Plots, Exploratory Data Analysis, Histogram, Descriptive Statistics, Heat Maps, Graphing
Intermediate · Course · 1 - 3 Months

University of Virginia
Skills you'll gain: Business Strategy, Competitive Analysis, Strategic Thinking, Business Planning, Market Analysis, Business Analytics, Organizational Strategy, Strategic Decision-Making, Market Dynamics, Value Propositions, Communication
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Model Evaluation, Data Preprocessing, Model Deployment, Risk Modeling, Logistic Regression, Statistical Analysis, Performance Metric
Mixed · Course · 1 - 4 Weeks

Board Infinity
Skills you'll gain: Product Design, Product Management, Interviewing Skills, Product Lifecycle Management, Product Roadmaps, Case Studies, Stakeholder Communications, Portfolio Management, Estimation, Product Strategy, Storytelling, Technical Communication, Communication, Analysis, Complex Problem Solving, Prioritization, Data Analysis
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: C# (Programming Language), Artificial Intelligence, Microsoft Visual Studio, Algorithms, Game Design, Video Game Development
Intermediate · Guided Project · Less Than 2 Hours

Northeastern University
Skills you'll gain: Data Warehousing, Data Modeling, Database Design, SQL, Star Schema, Business Intelligence, Databases, Relational Databases, Database Architecture and Administration, Data Mart, Data Integrity, Data Analysis, Snowflake Schema, Data Transformation
Mixed · Course · 1 - 4 Weeks

HubSpot Academy
Skills you'll gain: HubSpot CRM, Data Visualization, Data-Driven Decision-Making, Customer Relationship Management (CRM) Software, Dashboard, Business Analytics, Business Reporting, Forecasting, Key Performance Indicators (KPIs), Sales, Sales Management, Sales Process, Marketing Analytics, Customer Engagement, Goal Setting, Customer Data Management
Beginner · Course · 1 - 4 Weeks
University of Maryland, College Park
Skills you'll gain: Health Informatics, Public Health, Health Policy, Health Care Administration, Clinical Leadership, Informatics, Health Care, Health Systems, Data Integration, Health Technology, Data Analysis Software, Interoperability
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Azure DevOps, Test Planning, CI/CD, Continuous Deployment, Continuous Integration, Test Case, Backlogs, Version Control, Microsoft Visual Studio, Agile Project Management, Agile Methodology, Application Lifecycle Management, Release Management, Scrum (Software Development), User Story, Sprint Planning, Kanban Principles, Issue Tracking
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Jenkins, Selenium (Software), GitHub, Git (Version Control System), Performance Testing, Continuous Integration, CI/CD, Apache Maven, Version Control, Java Programming, Test Automation, JUnit, Object Oriented Programming (OOP), Integration Testing, Browser Compatibility
Intermediate · Course · 3 - 6 Months

Skills you'll gain: Overcoming Objections, Stakeholder Engagement, Influencing, Diversity and Inclusion, Diversity Awareness, Stakeholder Management, Strategic Communication, Conflict Management, Active Listening, Collaboration, Communication, Simulation and Simulation Software, Decision Making
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: SAS (Software), Descriptive Statistics, Market Data, Risk Modeling, Regression Analysis, Statistical Methods, Financial Modeling, Statistical Hypothesis Testing, Correlation Analysis, Data Analysis Software, Statistical Analysis, Quantitative Research, Financial Market, Time Series Analysis and Forecasting, Trend Analysis, Financial Analysis, Variance Analysis
Mixed · Course · 1 - 4 Weeks