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.

Skills you'll gain: Data Ethics, Business Ethics, Responsible AI, Ethical Standards And Conduct, Legal Risk, Sustainable Development, Law, Regulation, and Compliance, Medical Privacy, Information Privacy, Artificial Intelligence and Machine Learning (AI/ML), Decision Making, Artificial Intelligence, Accountability, Business Strategy, Safety and Security, Emerging Technologies, Human Centered Design
Mixed · Course · 1 - 3 Months

Skills you'll gain: Seaborn, Plot (Graphics), Exploratory Data Analysis, Data Visualization Software, Statistical Visualization, Data Presentation, Data Storytelling, Scatter Plots, Color Theory
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Risk Management Framework, Governance Risk Management and Compliance, Risk Modeling, Financial Systems, Responsible AI, Safety Culture, Financial Regulations, Ethical Standards And Conduct, FinTech, Artificial Intelligence, Benchmarking, Organizational Structure
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Model Deployment, MLOps (Machine Learning Operations), AI Orchestration, Dependency Analysis, Application Deployment, Continuous Deployment, Generative AI, Release Management, Regression Testing, Verification And Validation, Site Reliability Engineering, AI Workflows, CI/CD, Model Evaluation, Continuous Delivery, Data-Driven Decision-Making, Application Performance Management, Software Technical Review, System Requirements
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Financial Systems, Financial Services, Financial Market, Futures Exchange, Banking, Financial Management, Bank Regulations, Financial Regulation, Capital Markets, Insurance, Derivatives, Investment Management, Mortgage Loans, Credit Risk, Financial Trading, Finance, Insurance Policies, Investments, Hedge Accounting, Risk Management
Beginner · Course · 1 - 3 Months

Skills you'll gain: Model Evaluation, Supervised Learning, Feature Engineering, Model Training, Applied Machine Learning, Machine Learning Methods, Model Optimization, Machine Learning, Machine Learning Algorithms, Predictive Modeling, Data Preprocessing, Random Forest Algorithm, Regression Analysis, Classification Algorithms, Data Transformation, Performance Tuning
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Dashboard, Dashboard Creation, Sales Process, Sales, Customer Relationship Management (CRM) Software, Data Transformation, Data-Driven Decision-Making, Customer Relationship Management, Data Presentation, Analytics, Performance Analysis, Pivot Tables And Charts, Analysis, Power BI, Predictive Analytics, Performance Metric, Business Metrics, Visualization (Computer Graphics), Negotiation
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Data Ethics, Responsible AI, Ethical Standards And Conduct, Technical Communication, Artificial Intelligence, Stakeholder Communications, Model Evaluation, Data Preprocessing, Stakeholder Engagement, People Analytics, Sampling (Statistics), Statistical Analysis, Regulatory Requirements
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Unity Engine, Debugging, Agentic systems, Artificial Intelligence, Code Reusability, Performance Tuning, Dependency Analysis, Computational Logic
Advanced · Course · 1 - 3 Months

Skills you'll gain: Statistical Inference, Statistical Analysis, Data Literacy, Probability & Statistics, Estimation, Correlation Analysis
Beginner · Course · 1 - 4 Weeks

H2O.ai
Skills you'll gain: Retrieval-Augmented Generation, LLM Application, Large Language Modeling, Generative AI Agents, Agentic Workflows, Document Management, Generative AI, Web Applications, Artificial Intelligence, Data Processing, Agentic systems, Application Programming Interface (API), Process Optimization, Automation
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Data Storytelling, Data Presentation, Feature Engineering, Data Ethics, Exploratory Data Analysis, Tableau Software, Interactive Data Visualization, Data-Driven Decision-Making, Data Visualization Software, Data Analysis, Analytical Skills, Analytics, Data Cleansing, Data Preprocessing, Data Wrangling, Data Validation
Beginner · Course · 1 - 4 Weeks