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.

Johns Hopkins University
Skills you'll gain: Statistical Modeling, Exploratory Data Analysis, R Programming, Predictive Modeling, Sampling (Statistics), Statistical Hypothesis Testing, Tidyverse (R Package), Data Analysis, Data-Driven Decision-Making, Regression Analysis, Data Science, Statistical Inference, Predictive Analytics, Rmarkdown, Statistical Programming, Statistical Methods, Applied Machine Learning, Model Evaluation, Machine Learning
Mixed · Course · 1 - 3 Months

AI CERTs
Skills you'll gain: Digital Transformation, Business Strategies, Business Process Automation, Technology Strategies, Scalability, Automation, Operational Efficiency, Innovation, Risk Management, Business Analytics, Ethical Standards And Conduct
Beginner · Course · 1 - 3 Months

Skills you'll gain: Risk Management Framework, Risk Management, Governance Risk Management and Compliance, Risk Appetite, Law, Regulation, and Compliance, Business Risk Management, Operational Risk, Enterprise Risk Management (ERM), Risk Mitigation, Compliance Management, Risk Analysis, Governance, Regulatory Requirements, Organizational Structure, Accountability
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: AI Product Strategy, AI Personalization, Product Management, Commercialization, Model Training, Technical Product Management, Product Lifecycle Management, Design and Product, Model Deployment, MLOps (Machine Learning Operations), Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Product Strategy, User Interface and User Experience (UI/UX) Design, Product Design, Infrastructure Architecture, Responsible AI, AI literacy, Data-Driven Decision-Making, Deep Learning
Beginner · Course · 3 - 6 Months
CertNexus
Skills you'll gain: Applied Machine Learning, Machine Learning, Machine Learning Methods, Data Storytelling, Stakeholder Engagement, Machine Learning Algorithms, Presentations, Data Presentation, Stakeholder Communications, MLOps (Machine Learning Operations), Model Training, Model Optimization, Web Applications, Continuous Deployment, Project Closure, Data-Driven Decision-Making, Solution Delivery, Data Visualization, Data Science, Communication
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Continuous Improvement Process, Performance Improvement, Project Risk Management, Performance Metric, Process Improvement, Quality Improvement, Risk Management, Process Improvement and Optimization, Risk Analysis, Operational Performance Management, Process Management, Performance Measurement, Quality Management, Performance Management, Process Capability, Process Validation, Risk Mitigation, Project Management, Quality Assurance, Process Optimization
Mixed · Course · 1 - 4 Weeks
Johns Hopkins University
Skills you'll gain: Health Policy, Health Equity, Health Disparities, Data Quality, Public Health, Data Literacy, Health Informatics, Data Strategy, Community Health, Health Assessment, Data Sharing, Data Governance, Social Determinants Of Health, Data-Driven Decision-Making, Data Analysis, Data Management, Data Collection, Data Storytelling, Data Presentation, Policy Analysis
Beginner · Course · 1 - 4 Weeks

IE Business School
Skills you'll gain: Integrated Marketing Communications, Marketing Management, Marketing Communications, Peer Review, Presentations, Product Strategy, Strategic Marketing, Marketing, Brand Management, Marketing Strategies, Marketing Planning, Product Planning, Promotional Strategies, Product Management, Marketing Channel, Brand Strategy, Go To Market Strategy, Product Marketing, Strategic Decision-Making, Case Studies
Intermediate · Course · 1 - 3 Months
University of Glasgow
Skills you'll gain: Deep Learning, Clinical Informatics, Predictive Modeling, Health Informatics, Clinical Data Management, Applied Machine Learning, Predictive Analytics, Model Evaluation, Machine Learning, Logistic Regression, Data Preprocessing, Data Processing, Recurrent Neural Networks (RNNs)
Intermediate · Course · 1 - 4 Weeks

LearnKartS
Skills you'll gain: Workplace inclusivity, Diversity and Inclusion, Diversity Training, Diversity Equity and Inclusion Initiatives, Diversity Awareness, Diversity Programs, Cultural Diversity, Workforce Development, Team Collaboration, Culture Transformation
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Dashboard, Dashboard Creation, Data Visualization, Data Presentation, Pivot Tables And Charts, Ad Hoc Reporting, Data Storytelling, Business Intelligence, Data Modeling, Concision, Design Reviews
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Dashboard Creation, Data Visualization Software, Data Modeling, Dashboard, Data Wrangling, Interactive Data Visualization, Data Presentation, Data Storytelling, Data Transformation, Data Cleansing, Data Import/Export, Exploratory Data Analysis, Data Analysis, Key Performance Indicators (KPIs)
Intermediate · Course · 1 - 4 Weeks