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: Continuous Deployment, Application Deployment, CI/CD, Kubernetes, Cloud Deployment, Version Control, Git (Version Control System), Google Cloud Platform
Advanced · Project · Less Than 2 Hours

Northeastern University
Skills you'll gain: Data Mining, Exploratory Data Analysis, Model Evaluation, Dimensionality Reduction, Data Preprocessing, Data Cleansing, Data Transformation, Data-Driven Decision-Making, Predictive Analytics, Forecasting, Big Data, Data Analysis, Applied Machine Learning, Statistical Analysis, Classification Algorithms, Data Visualization Software, Unsupervised Learning, Regression Analysis
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: SAS (Software), Data Import/Export, Data Manipulation, Predictive Modeling, Statistical Analysis, SQL, Logistic Regression, Regression Analysis, R (Software), Data Analysis, Pandas (Python Package), Excel Macros, Statistical Hypothesis Testing, Software Installation, Data Cleansing, System Configuration
Beginner · Course · 3 - 6 Months

Northeastern University
Skills you'll gain: Algorithms, Graph Theory, Computational Thinking, Programming Principles, Pseudocode, Theoretical Computer Science, Data Structures, Computer Programming, Performance Tuning, Scalability, Design Strategies
Mixed · Course · 1 - 3 Months
University of Glasgow
Skills you'll gain: Application Deployment, Application Development, Code Review, Software Development, Prototyping, Web Applications, JavaScript Frameworks, Software Engineering, Javascript, Computational Thinking, Version Control, Programming Principles, Program Management
Beginner · Course · 1 - 4 Weeks

Fundação Instituto de Administração
Skills you'll gain: Marketing Analytics, Data-Driven Decision-Making, Marketing, Customer Analysis, Marketing Strategies, Data Analysis, Time Series Analysis and Forecasting, Product Knowledge, Data Visualization Software, Cross Selling, Product Promotion, Python Programming
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Market Research, Market Analysis, Marketing, Research Methodologies, Research, Research Design, Quantitative Research, Consumer Behaviour, Market Trend, Surveys, Customer Analysis, Qualitative Research, Forecasting, Price Negotiation, Analysis, Product Testing, Data Collection, Sampling (Statistics)
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Software Development Methodologies, Development Environment, Software Development, Application Programming Interface (API), Version Control, Software Design Patterns, JSON, Network Engineering, Software Development Tools, Restful API, Virtualization and Virtual Machines, Web Applications, TCP/IP, YAML, Extensible Markup Language (XML)
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Cash Flow Forecasting, Cash Flows, Financial Analysis, Financial Forecasting, Strategic Decision-Making, Financial Planning, Financial Statements, Business Acumen, Working Capital
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Teamwork, Team Building, Leadership, Adaptability, Strategic Leadership, Resilience, Professional Development, Diversity and Inclusion, Productivity, Decision Making, Personal Development, Business, Problem Solving, Self-Awareness, Change Management
Beginner · Course · 1 - 3 Months
Starweaver
Skills you'll gain: Generative AI Agents, CrewAI, AI Orchestration, Generative AI, Agentic systems, Prompt Patterns, Tool Calling, LLM Application, Model Deployment, Responsible AI, Scalability, Application Deployment, Collaboration, Data Integration, Job Evaluation, Logical Reasoning
Intermediate · Course · 1 - 4 Weeks

Macquarie University
Skills you'll gain: Business Strategy, Strategic Thinking, Growth Strategies, Competitive Analysis, Strategic Marketing, Value Propositions, Organizational Strategy, Customer Analysis, Business Planning, Market Analysis, Strategic Decision-Making, Market Opportunities, Innovation
Beginner · Course · 1 - 3 Months