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 Gemini, Prompt Engineering, Gemini, Prompt Engineering Tools, Financial Data, Google Workspace, Agentic Workflows, Unstructured Data, Financial Analysis, AI Orchestration, Decision Intelligence, Generative AI Agents, Corporate Communications, Business Writing, Report Writing, Business Correspondence, Auditing, Workflow Management, Business Process Automation, Compliance Auditing
Beginner · Course · 1 - 3 Months

Meta
Skills you'll gain: Data Storytelling, Data Presentation, Business Metrics, Key Performance Indicators (KPIs), Data Management, Data Collection, Data Governance, Bayesian Statistics, Data Visualization, Descriptive Statistics, Statistical Hypothesis Testing, Performance Metric, Information Privacy, Pandas (Python Package), Data Analysis, Data Visualization Software, Spreadsheet Software, Analytics, SQL, Python Programming
Beginner · Professional Certificate · 3 - 6 Months

University of Virginia
Skills you'll gain: Business Strategy, Strategic Thinking, Competitive Analysis, Organizational Strategy, Business Planning, Strategic Decision-Making, Corporate Strategy, Market Analysis, Business Analysis Tools, Business Economics, Value Propositions, Market Dynamics
Beginner · Course · 1 - 4 Weeks

Alberta Machine Intelligence Institute
Skills you'll gain: Supervised Learning, Model Optimization, Machine Learning Algorithms, Machine Learning Methods, Applied Machine Learning, Classification Algorithms, Model Evaluation, Jupyter, Statistical Machine Learning, Decision Tree Learning, Model Training, Machine Learning, Data Preprocessing, Business Solutions, Python Programming, Regression Analysis, Performance Analysis, Data Processing
Mixed · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Data Storytelling, Data Visualization, Descriptive Statistics, Data Presentation, Statistical Visualization, Business Analytics, Microsoft Excel, Business Analysis, Data-Driven Decision-Making, Spreadsheet Software, Decision Making, Statistics, Analytics, Data Analysis, Predictive Analytics, Business Modeling, Excel Formulas, Descriptive Analytics, Business Risk Management, Complex Problem Solving
Beginner · Specialization · 3 - 6 Months

The University of Edinburgh
Skills you'll gain: Diversity Awareness, Self-Awareness, Child Development, Psychology, Psychotherapy, Decision Making, Psychiatry, Neurology, Scientific Methods
Intermediate · Course · 1 - 3 Months

University of Alberta
Skills you'll gain: Reinforcement Learning, Machine Learning Methods, Machine Learning, Sampling (Statistics), Machine Learning Algorithms, Artificial Intelligence, Deep Learning, Systems Development, Simulations, Solution Architecture, Agentic systems, Feature Engineering, Model Training, Markov Model, Decision Intelligence, Supervised Learning, Algorithms, Model Evaluation, Applied Machine Learning, Artificial Neural Networks
Intermediate · Specialization · 3 - 6 Months

University of Zurich
Skills you'll gain: Probability, Probability Distribution, Probability & Statistics, Statistics, Descriptive Statistics, Statistical Methods, Applied Mathematics, Risk Management, Finance, Correlation Analysis, Decision Making
Beginner · Course · 1 - 3 Months

Skills you'll gain: Critical Thinking, Deductive Reasoning, Independent Thinking, Analytical Skills, Ethical Standards And Conduct, Writing, Decision Making
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Amazon Bedrock, Retrieval-Augmented Generation, AWS SageMaker, Amazon Web Services, Model Evaluation, AWS Identity and Access Management (IAM), AI Enablement, Decision Intelligence, Prompt Engineering, AWS Kinesis, Large Language Modeling, AWS CloudFormation, Artificial Intelligence and Machine Learning (AI/ML), Fine-tuning, Data Processing, Cloud Computing, Natural Language Processing
Intermediate · Course · 1 - 4 Weeks

Wesleyan University
Skills you'll gain: Classification And Regression Tree (CART), Decision Tree Learning, Statistical Machine Learning, Predictive Modeling, Model Evaluation, Random Forest Algorithm, Applied Machine Learning, Predictive Analytics, Machine Learning Methods, Unsupervised Learning, Machine Learning Algorithms, Machine Learning, Model Training, Data Analysis, Data Science, Exploratory Data Analysis, Regression Analysis, Statistical Analysis, Python Programming
Mixed · Course · 1 - 4 Weeks

Minnesota State University, Mankato
Skills you'll gain: Strategic Leadership, Plan Execution, Influencing, Cross-Functional Team Leadership, Leadership Development, Leadership, Persuasive Communication, Strategic Communication, Diversity and Inclusion, Business Leadership, Visionary, Stakeholder Communications, Strategic Decision-Making, Strategic Planning, Organizational Strategy, Initiative and Leadership, Team Oriented, Team Leadership, Planning, Performance Metric
Advanced · Course · 1 - 3 Months