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: Model Evaluation, Logistic Regression, SAS (Software), Predictive Modeling, Regression Analysis, Predictive Analytics, Feature Engineering, Analytics, Statistical Methods, Data Transformation, Statistical Modeling, Statistical Analysis, Business Analytics, Estimation, Probability
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Cloud Deployment, DevOps, CI/CD, Application Deployment, Development Environment, Cloud Applications, Continuous Deployment, Version Control, Continuous Integration, Amazon Web Services, Git (Version Control System), Data Persistence, Database Development, Interactive Data Visualization, Application Programming Interface (API), Real Time Data
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Content Performance Analysis, Content Strategy, Stakeholder Communications, User Experience, UI/UX Strategy, User Research, User Interface and User Experience (UI/UX) Design, Test Planning, Data-Driven Decision-Making, Web Analytics, Competitive Analysis, Writing, Editing, Quality Assessment
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Project Coordination, Project Schedules, Timelines, Microsoft Outlook, Data Visualization
Beginner · Course · 1 - 3 Months

Skills you'll gain: Apache Hive, Big Data, JSON, Case Studies, Apache Hadoop, People Analytics, Policty Analysis, Research, and Development, Analytics, Data Analysis, Social Sciences, Data Wrangling, Data-Driven Decision-Making, Data Preprocessing, Data Processing, Business Analytics, Data Manipulation, Data Transformation, Query Languages, Debugging, Demography
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Mathematical Software, Software Installation, Numerical Analysis, Mathematical Modeling, Applied Mathematics, Trigonometry, Programming Principles, Data Manipulation, Engineering Calculations, Linear Algebra, Scripting Languages, Data Structures
Mixed · Course · 1 - 4 Weeks

Pearson
Skills you'll gain: Git (Version Control System), Containerization, Bash (Scripting Language), Version Control, Linux Administration, Linux Servers, Linux, Docker (Software), Shell Script, Ansible, Kubernetes, Configuration Management, Application Deployment, Systems Administration
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Research Methodologies, User Research, Ideation, Team Building, UI/UX Research, Usability Testing, Team Oriented, Product Design, User Centered Design, User Experience, Product Development, Performance Measurement, Product Improvement, Innovation, Prioritization, UI/UX Strategy, Agile Product Development, A/B Testing, Customer Engagement, Product Requirements
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Data Presentation, Data Storytelling, Technical Documentation, Data Science, Version Control, Data Analysis, Data Processing, Data Cleansing, Analytical Skills, Project Planning, Business Analysis, Data Validation
Beginner · Course · 1 - 4 Weeks

Indian School of Business
Skills you'll gain: Business Strategy, Crisis Management, Strategic Planning, Strategic Leadership, Professional Development, Business Leadership, Growth Strategies, Business Modeling, Leadership Development, Leadership, Leadership and Management, Competitive Analysis, Stakeholder Communications, Competitive Intelligence, Team Leadership, Business Ethics, Strategic Decision-Making, Value Propositions, Market Analysis, Market Opportunities
University Certificate · 6 - 12 Months

Pearson
Skills you'll gain: Amazon CloudWatch, AWS Kinesis, Application Performance Management, System Monitoring, Cloud Applications, Performance Tuning, Real Time Data, Analytics, Amazon S3, Debugging, Anomaly Detection, Network Troubleshooting, Ad Hoc Analysis
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Responsible AI, Model Evaluation, Business Analytics, Dashboard, Business Analysis, Data Ethics, Analysis, Analytical Skills, Performance Analysis, Predictive Analytics, Business Metrics, Business Communication, Performance Measurement, Regional Sales, Data-Driven Decision-Making, Technical Communication, Key Performance Indicators (KPIs), Continuous Quality Improvement (CQI), Process Improvement and Optimization, Performance Testing
Intermediate · Course · 1 - 4 Weeks