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: Object Oriented Design, Computer Programming
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: SQL, Business Reporting, Performance Reporting, Data Cleansing, Data Analysis, Query Languages, Database Development, Analytical Skills, Prompt Engineering Tools, Data Transformation, Business Analysis, Technical Communication
Beginner · Course · 1 - 4 Weeks

Packt
Skills you'll gain: Data Mining, Logistic Regression, Model Evaluation
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Lean Methodologies, Data-Driven Decision-Making, Kaizen Methodology, Process Improvement, Workflow Management, Operational Efficiency, Scaled Agile Framework, Process Mapping, Business Process, Agile Methodology, Sprint Retrospectives, Business Transformation, Business Process Modeling, Value Engineering, Agile Product Development, Continuous Improvement Process, Agile Project Management
Intermediate · Course · 1 - 3 Months

H2O.ai
Skills you'll gain: Retrieval-Augmented Generation, Large Language Modeling, AI Enablement, Generative AI, Web Applications, Artificial Intelligence, Data Processing, Prompt Engineering, Agentic systems, Application Development, Application Programming Interface (API), Automation
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Empathy, Business Leadership, Diversity and Inclusion, Interpersonal Communications, Leadership, Leadership and Management, Business Transformation, Strategic Leadership, Emotional Intelligence, Communication Strategies, Organizational Leadership, Non-Verbal Communication, Team Management, Team Performance Management, Innovation, People Management, Organizational Change, Communication, Sales, Marketing Strategies
Beginner · Course · 1 - 3 Months

Starweaver
Skills you'll gain: Threat Detection, Identity and Access Management, Incident Response, Cybersecurity, Cyber Attacks, Cyber Security Strategy, Threat Management, Zero Trust Network Access, MITRE ATT&CK Framework, Security Management, Cyber Security Policies, Security Awareness, Security Information and Event Management (SIEM), Security Controls, Endpoint Security, User Accounts, General Data Protection Regulation (GDPR)
Beginner · Course · 1 - 3 Months

Skills you'll gain: Shell Script, Bash (Scripting Language), Linux Commands, Unix Shell, Linux, Scripting, Unix Commands, Scripting Languages, Debugging, Command-Line Interface, File I/O, Programming Principles
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Cash Flows, Balance Sheet, Business Valuation, Working Capital, Financial Statement Analysis, Financial Analysis, Operational Performance Management, Equities, Financial Modeling, Financial Accounting, Performance Analysis, Benchmarking, Enterprise Modeling, Financial Data
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Autoencoders, Recurrent Neural Networks (RNNs), Convolutional Neural Networks, Tensorflow, Classification Algorithms, Model Evaluation
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: User Experience, User Experience Design, UI/UX Research, Usability Testing, User Research, UI/UX Strategy, A/B Testing, Design Research, Prioritization, Data Literacy, Usability, Product Improvement, Process Design, Business Priorities, Kanban Principles, Product Testing, Business Research, Creative Design, Statistical Hypothesis Testing, Business Strategy
Intermediate · Course · 1 - 3 Months

Northeastern University
Skills you'll gain: Data Governance, Extract, Transform, Load, Data Warehousing, Data Integration, DevOps, Data Pipelines, CI/CD, Data Architecture, Infrastructure as Code (IaC), Data Quality, Amazon Redshift, Cloud Computing, Database Architecture and Administration, Cloud Computing Architecture, Analytics, Data Transformation, Amazon S3, Scalability
Mixed · Course · 1 - 3 Months