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.

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
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, Data Governance, Financial Auditing, Generative AI, Supply And Demand, Data Storytelling, Internal Controls
Graduate Certificate · 6 - 12 Months

Northeastern University
Skills you'll gain: Project Closure, Engineering Management, Project Schedules, Engineering Software, Project Risk Management, Innovation, Project Controls, Risk Management, Project Management, Project Design, Work Breakdown Structure, Project Management Life Cycle, Risk Analysis, Scheduling, Project Implementation, Systems Engineering, Risk Management Framework, Project Management Software, Cost Management, Earned Value Management
Graduate Certificate · 6 - 12 Months
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, Data Governance, Financial Auditing, Generative AI, Supply And Demand, Data Storytelling, Internal Controls
Degree · 1 - 4 Years

Amazon Web Services
Beginner · Course

Amazon Web Services
Beginner · Course

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