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.

Universidad de los Andes
Skills you'll gain: Design Thinking, Reinforcement Learning, Environmental Social And Corporate Governance (ESG), Organizational Strategy, Classification Algorithms, Deep Learning, Engineering Management, Technology Strategies, Project Management, Systems Thinking, Feasibility Studies, Infrastructure Security, Financial Statements, Logistic Regression, Product Development, Asset Management, Environmental Management Systems, Data Ethics, Climate Change Mitigation, Project Risk Management
Earn a degree
Degree · 1 - 4 Years

Pontificia Universidad Católica de Chile
Skills you'll gain: Predictive Analytics, Unsupervised Learning, Data Cleansing, Plot (Graphics), Data Visualization, Exploratory Data Analysis, Supervised Learning, Data Presentation, Model Evaluation, Graphing, Predictive Modeling, Dimensionality Reduction, Data Analysis, Matplotlib, Data Science, Descriptive Analytics, Machine Learning Methods, Data-Driven Decision-Making, Data Processing, Pandas (Python Package)
Credit offered
Mastertrack · 6 - 12 Months

Google Cloud
Skills you'll gain: Google Cloud Platform, Cloud Infrastructure, Data Infrastructure, Cloud Storage, Model Training, Data Storage, Data Storage Technologies, Data Preprocessing, AI Workflows, Model Deployment, Data Store, Data Persistence, Decision Intelligence, Performance Tuning, Capacity Management, File Systems
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Design Thinking, Creativity, Active Listening, Creative Thinking, Innovation, Creative Problem-Solving, Organizational Structure, Strategic Thinking, Talent Management, Business Strategy, Self-Awareness, Entrepreneurship, Problem Solving, Corporate Strategy, Organizational Effectiveness, Strategic Decision-Making, Leadership Development, User Research, Leadership, Ideation
University Certificate · 6 - 12 Months

University of Colorado Boulder
Skills you'll gain: Financial Statement Analysis, Financial Statements, Goal Setting, User Story, Engineering Management, Capital Budgeting, Cost Estimation, Stakeholder Analysis, Project Scoping, Team Leadership, Mental Concentration, Environmental Social And Corporate Governance (ESG), Portfolio Risk, Agile Project Management, Risk Mitigation, Risk Management, Self-Awareness, Growth Mindedness, Leadership Development, Personal Development
Credit offered
Graduate Certificate · 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
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
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
Intermediate · Specialization · 3 - 6 Months