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.

Intermediate · Course

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

University of Leeds
Skills you'll gain: Data Ethics, Bayesian Statistics, Data Storytelling, Social Network Analysis, Exploratory Data Analysis, Statistical Hypothesis Testing, Classification And Regression Tree (CART), Statistical Machine Learning, Dimensionality Reduction, Data Visualization, Statistical Visualization, Data Analysis, Supervised Learning, Machine Learning Methods, Data Preprocessing, Statistical Programming, Web Scraping, File I/O, Statistical Modeling, Linear Algebra
Degree · 1 - 4 Years

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

Microsoft
Intermediate · 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