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.

Coursera
Skills you'll gain: Surveys, Market Research, Survey Creation, Data Synthesis, Business Research, Data-Driven Decision-Making, Research Reports, Customer Insights, Research Methodologies, User Feedback, Consumer Behaviour, Data Literacy, Data Storytelling, Research Design, Data Presentation, Product Strategy, Product Improvement, Data Analysis, Data Collection, Data Visualization
Intermediate · Course · 1 - 4 Weeks

Coursera
Advanced · Course · 1 - 4 Weeks

Skills you'll gain: Model Deployment, MLOps (Machine Learning Operations), Model Optimization, Automation, Artificial Intelligence and Machine Learning (AI/ML), Model Training, Machine Learning Methods, No-Code Development, Data Preprocessing, Scikit Learn (Machine Learning Library), Machine Learning, Model Evaluation, Applied Machine Learning, Predictive Modeling, Feature Engineering, Data-Driven Decision-Making, Machine Learning Algorithms, Artificial Intelligence, Data Validation, Data Quality
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Splunk, Role-Based Access Control (RBAC), Authentications, Authorization (Computing), Data Transformation, Data Processing, Distributed Computing, Data Manipulation, Security Controls, Data Access, Identity and Access Management, Data Security, Metadata Management, Scalability
Beginner · Course · 1 - 4 Weeks

John Wiley & Sons
Skills you'll gain: Growth Strategies, Competitive Analysis, Data-Driven Decision-Making, Drive Engagement, Culture Transformation, Business Leadership, Employee Engagement, Scalability, Business Strategy, Strategic Leadership, Cross-Functional Collaboration, Entrepreneurship, Leadership Development, Business Transformation, Leadership, Team Management, Growth Mindedness, Business Management, Business Administration, Entrepreneurial Finance
Beginner · Course · 3 - 6 Months

Coursera
Skills you'll gain: Email Marketing, Email Automation, Marketing Automation, Content Performance Analysis, Campaign Management, A/B Testing, Data-Driven Marketing, Data-Driven Decision-Making, Case Studies, Performance Analysis, Email Security, Marketing Analytics, Performance Metric, E-Commerce, Automation, Product Improvement, Disaster Recovery, Process Improvement and Optimization, Recruitment, Security Awareness
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Exploratory Data Analysis, Data Storytelling, Ggplot2, Data Analysis, Plot (Graphics), R (Software), Regression Analysis, Data Presentation, R Programming, Statistical Analysis, Data Visualization Software, Statistical Visualization, Data Quality, Scatter Plots, Anomaly Detection, Descriptive Statistics, Analytical Skills, Correlation Analysis, Graphing
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: People Management, Scope Management, Project Scoping, Project Management Institute (PMI) Methodology, Project Schedules, Staff Management, Scheduling, Team Leadership, Procurement, Agile Product Development, Agile Methodology, Project Management, Agile Project Management, Process Management, Cost Management, Stakeholder Engagement, Project Management Life Cycle, Stakeholder Management, Business Process, Project Risk Management
Beginner · Course · 1 - 3 Months

Skills you'll gain: Big Data, SQL, Test Case, Apache Hadoop, Analytics, Data Analysis, Analytical Skills, Query Languages, Databases, Relational Databases, Analysis, Database Management, Data Manipulation, Apache, Metadata Management
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Surveys, Survey Creation, Customer Insights, Data-Driven Marketing, Data Import/Export, Data Presentation, Market Research, Marketing Analytics, Customer Analysis, Marketing Strategies, Target Audience, Presentations, Data Analysis, Microsoft Excel, Target Market, Pivot Tables And Charts, Data-Driven Decision-Making, Data Storytelling, Spreadsheet Software, Data Capture
Beginner · Course · 1 - 4 Weeks

University of Maryland, College Park
Skills you'll gain: Data-Driven Marketing, Pay Per Click Advertising, Marketing Analytics, Search Engine Optimization, Analytics, Big Data, Digital Marketing, Digital Marketing Tools, Search Engine Marketing, Paid media, Digital Marketing Campaigns, Web Analytics, Online Advertising, Advanced Analytics, A/B Testing, Apache Hadoop, Applied Machine Learning, Machine Learning Methods, Machine Learning Algorithms, Artificial Intelligence and Machine Learning (AI/ML)
Intermediate · Course · 1 - 4 Weeks

Coursera
Intermediate · Course · 1 - 4 Weeks