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.
University of Illinois at Urbana-Champaign
Skills you'll gain: Business Strategy, Management Accounting, Model Evaluation, Fund Accounting, Operations Management, Agile Methodology, Organizational Change, Audit Planning, Mergers & Acquisitions, Financial Statement Analysis, Risk Management, Social Determinants Of Health, Revenue Recognition, Entrepreneurship, Financial Auditing, Data Governance, Generative AI, Supply And Demand, Data Storytelling, Internal Controls
Graduate Certificate · 6 - 12 Months

Amazon Web Services
Beginner · Course

Pontificia Universidad Católica de Chile
Skills you'll gain: Descriptive Analytics, Business Analytics, Plot (Graphics), Logistic Regression, Statistical Inference, Data Visualization, Data Mining, Graphing, Statistical Modeling, Dimensionality Reduction, Big Data, Regression Analysis, Predictive Modeling, Statistical Methods, Data Analysis, Analytics, R (Software), Predictive Analytics, Data Visualization Software, Data-Driven Decision-Making
Mastertrack · 6 - 12 Months

Coursera
Beginner · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Financial Statement Analysis, Agile Project Management, Financial Statements, Goal Setting, Engineering Management, Capital Budgeting, Cost Estimation, Stakeholder Analysis, Project Scoping, Team Leadership, Mental Concentration, Environmental Social And Corporate Governance (ESG), Portfolio Risk, Agile Methodology, Risk Mitigation, Risk Management, Self-Awareness, Growth Mindedness, Leadership Development, Personal Development
Graduate Certificate · 6 - 12 Months
Universidad de Palermo
Skills you'll gain: Human Resource Strategy, Key Performance Indicators (KPIs), Strategic Marketing, Team Performance Management, Human Capital, Human Resources Management and Planning, Human Resources, Marketing, Marketing Operations, Strategic Decision-Making, Data-Driven Marketing, Talent Management, Leadership and Management, IT Management, Branding, Enterprise Resource Planning, Technology Strategies, Marketing Planning, Business Management, Business Leadership
Mastertrack · 6 - 12 Months

Vanderbilt University
Skills you'll gain: Statistical Methods, Data Literacy, Regression Analysis, Statistical Analysis, Correlation Analysis, Technical Communication, Scatter Plots, Data Analysis, Predictive Analytics, Generative AI, AI literacy, Predictive Modeling
★ 4.8 (18) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Scikit Learn (Machine Learning Library), Classification Algorithms, Applied Machine Learning, Model Training, Machine Learning Algorithms, Predictive Modeling, Supervised Learning, Random Forest Algorithm, Machine Learning, Unsupervised Learning, Data Analysis
★ 4.5 (20) · Beginner · Guided Project · Less Than 2 Hours

Google Cloud
Skills you'll gain: Model Training, Google Cloud Platform, Model Deployment, Applied Machine Learning, Predictive Modeling, Cloud Computing, Classification Algorithms, Cloud Deployment, Predictive Analytics
Intermediate · Project · Less Than 2 Hours

Skills you'll gain: Apache Kafka, Data Warehousing, Extract, Transform, Load, Microsoft SQL Servers, Snowflake Schema, Star Schema, Performance Tuning, Data Pipelines, Cloud Computing Architecture, Business Intelligence, Real Time Data, Apache Hadoop, Data Modeling, Data Quality, Responsible AI, Apache Spark, SQL, Generative AI, Data Governance, Quality Management
★ 4.3 (104) · Intermediate · Specialization · 3 - 6 Months