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: TypeScript, Programming Principles, Computational Logic, Computer Programming Tools, Computer Programming
Intermediate · Guided Project · Less Than 2 Hours

Alignor
Skills you'll gain: Influencing, Conflict Management, Diversity Awareness, Teamwork, Collaboration, Diversity Training, Diversity and Inclusion, Diversity Equity and Inclusion Initiatives, Cultural Diversity, Decision Making, Persuasive Communication, Team Management, Workplace inclusivity, Discussion Facilitation, Communication, Leadership, Communication Strategies, Negotiation, Interactive Learning
Intermediate · Course · 1 - 4 Weeks

Fundação Instituto de Administração
Skills you'll gain: Data-Driven Marketing, Big Data, R (Software), Customer experience improvement, Data Mining, Data-Driven Decision-Making, Marketing Automation, Marketing Strategies, Data Visualization, Data Strategy, Customer experience strategy (CX), Digital Transformation, Data Engineering, Marketing Analytics, Data Visualization Software, Plot (Graphics), Statistical Visualization, R Programming, Analytics, Marketing
Beginner · Specialization · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Data Visualization Software, Interactive Data Visualization, Geospatial Information and Technology, Geospatial Mapping, Color Theory, Spatial Data Analysis, Tree Maps, Data Storytelling, Tableau Software, Data Mapping, Text Mining, Unstructured Data, Network Analysis, Graph Theory
Intermediate · Course · 1 - 3 Months

IE Business School
Skills you'll gain: Market Opportunities, Market Analysis, Market Research, Competitive Analysis, Marketing Management, Market Intelligence, Strategic Decision-Making, Customer Analysis, Marketing Strategies, Marketing, Marketing Planning, Strategic Thinking, Strategic Marketing, Business Strategy, Analysis, Marketing Strategy and Techniques, Growth Strategies
Beginner · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: Exploratory Data Analysis, R (Software), Ggplot2, Statistical Reporting, Data Visualization Software, Tidyverse (R Package), Data Visualization, Version Control, Data Analysis, Plot (Graphics), Statistics, Statistical Visualization, Data Wrangling, Data Science, R Programming, GitHub, Data Transformation, Statistical Analysis, Git (Version Control System), Statistical Programming
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Customer Insights, AI Personalization, Customer Analysis, Customer experience strategy (CX), Generative AI, User Feedback, Customer experience improvement, Customer Engagement, Business Intelligence, Trend Analysis, Data-Driven Decision-Making, Predictive Analytics, Data Analysis, Artificial Intelligence
Beginner · Course · 1 - 4 Weeks
University of Glasgow
Skills you'll gain: Deep Learning, Data Preprocessing, Autoencoders, Machine Learning Methods, Artificial Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks (RNNs), Medical Records, Model Optimization, Health Informatics, Electocardiography, Electronic Medical Record, Predictive Modeling, Embeddings, Applied Machine Learning, Data Cleansing, Time Series Analysis and Forecasting, Dimensionality Reduction, Model Evaluation
Intermediate · Course · 1 - 4 Weeks

FAIR Institute
Skills you'll gain: Cyber Governance, Risk Analysis, Cyber Risk, Risk Modeling, Cyber Security Strategy, Cybersecurity, Governance, Governance Risk Management and Compliance, Risk Management Framework, Risk Management, Business Priorities, Strategic Decision-Making, Risk Mitigation, Business Risk Management, Strategic Prioritization, Compliance Reporting, Management Reporting, Strategic Leadership, Business Communication
Intermediate · Course · 1 - 4 Weeks

Northeastern University
Skills you'll gain: Decision Support Systems, Health Informatics, Patient-centered Care, Stakeholder Analysis, Hospital Experience, Personalized Campaigns, Decision Intelligence, Patient Evaluation, Predictive Analytics, Analytics, Data-Driven Decision-Making, Advanced Analytics, Predictive Modeling, Systems Integration, Innovation
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: R Programming, R (Software), Data Visualization, Statistical Programming, Time Series Analysis and Forecasting, Interactive Data Visualization, Data-Driven Decision-Making, Trend Analysis, Rmarkdown, Data Processing, Data Analysis, Predictive Modeling, Data Cleansing, Data Manipulation, Exploratory Data Analysis, Predictive Analytics, Revenue Management, Forecasting, Business Strategy, Machine Learning
Intermediate · Guided Project · Less Than 2 Hours

University of Zurich
Skills you'll gain: Systems Thinking, Sustainable Development, Sustainable Systems, Sustainability Standards, Education and Training, Teaching, Environment, Curriculum Planning, Environmental Issue, Decision Making, Climate Change Mitigation, Interpersonal Communications
Beginner · Course · 1 - 4 Weeks