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: Model Deployment, Decision Intelligence, Model Evaluation, Model Optimization, Data-Driven Decision-Making, Applied Machine Learning, A/B Testing, Statistical Machine Learning, Machine Learning Methods, Predictive Modeling, Machine Learning, Predictive Analytics, Statistical Hypothesis Testing, Statistical Methods, Machine Learning Algorithms, Performance Analysis, Statistical Analysis, Regulatory Requirements
Intermediate · Course · 1 - 4 Weeks

Edureka
Skills you'll gain: AI Orchestration, Agentic Workflows, AI Workflows, Generative AI Agents, Tool Calling, Agentic systems, Model Deployment, AI Integrations, Enterprise Architecture, Prompt Engineering Tools, Context Engineering, Artificial Intelligence, Context Management, Prompt Engineering, Prompt Patterns, Debugging, Verification And Validation, Retrieval-Augmented Generation, Large Language Modeling, Memory Management
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Reinforcement Learning, Deep Learning, Machine Learning Methods, Model Evaluation, Artificial Intelligence, Machine Learning, Machine Learning Algorithms, Artificial Neural Networks, Model Training, Agentic systems, Model Optimization, Algorithms, Applied Machine Learning, System Design and Implementation
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Meeting Facilitation, Conflict Management, Sprint Retrospectives, Collaboration, Discussion Facilitation, Teamwork, Drive Engagement, Culture Transformation, Design Thinking, Continuous Improvement Process, Organizational Effectiveness, Stakeholder Analysis, Taking Meeting Minutes, Organizational Development, Stakeholder Management, Sales Presentation, Communication Planning, Leadership Development, Goal Setting, Communication Strategies
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Strategic Prioritization, Prioritization, Business Priorities, Meeting Facilitation, Product Roadmaps, Forecasting, Resource Allocation, Product Strategy, Discussion Facilitation, Data-Driven Decision-Making, Predictive Analytics, Predictive Modeling, Performance Metric, Data Analysis, Analytics, Estimation, Decision Making, Stakeholder Engagement, Project Estimation, Project Planning
Intermediate · Course · 1 - 4 Weeks

Logical Operations
Skills you'll gain: Pivot Tables And Charts, Microsoft Excel, Spreadsheet Software, Business Intelligence, Data Analysis, Data Analysis Software, Data Presentation, Microsoft 365, Data-Driven Decision-Making, Data Visualization, Trend Analysis, Productivity Software
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Market Research, Consumer Behaviour, Customer Analysis, Business Research, Customer Insights, Strategic Marketing, Marketing, Market Analysis, Data-Driven Marketing, Marketing Analytics, Target Market, Product Planning, Case Studies, Target Audience, Analysis, Data-Driven Decision-Making, Data Analysis, Decision Making, Simulation and Simulation Software, Data Collection
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Exploratory Data Analysis, Predictive Modeling, Model Evaluation, Statistical Modeling, Matplotlib, A/B Testing, Plot (Graphics), Box Plots, Sampling (Statistics), Statistical Hypothesis Testing, Predictive Analytics, Data Analysis, Regression Analysis, Statistical Inference, Descriptive Statistics, Statistical Methods, Data Science, NumPy, Machine Learning, Python Programming
Beginner · Specialization · 1 - 4 Weeks

Northeastern University
Skills you'll gain: Data Storytelling, Data Presentation, Plotly, Statistical Visualization, Interactive Data Visualization, Matplotlib, Data Visualization Software, Network Analysis, Plot (Graphics), Seaborn, Data-Driven Decision-Making, Network Model, Data Mining, Scatter Plots, R Programming, R (Software), Graphing, Graph Theory, Box Plots, Heat Maps
Mixed · Course · 1 - 3 Months

Skills you'll gain: Working Capital, Corporate Finance, Financial Management, Portfolio Management, Financial Analysis, Cash Flows, Business Valuation, Portfolio Risk, Investment Management, Cash Flow Forecasting, Equities, Risk Analysis, Inventory Control, Accounts Receivable, Risk Management, Investments, Business Strategies, Securities (Finance), Financial Policy
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Data Presentation, Executive Presence, Stakeholder Engagement, Decision Support Systems, AI literacy, Business Analysis, Strategic Thinking, Analytical Skills, Data Synthesis
Intermediate · Course · 1 - 4 Weeks

Board Infinity
Skills you'll gain: Dashboard, Brand Management, Brand Strategy, Brand Marketing, Branding, Analytics, Governance, Strategic Marketing, Brand Awareness, Performance Measurement, Brand Loyalty, Digital Brand Strategy, Agile Methodology, Marketing Strategies, Data-Driven Marketing, Intercultural Competence, Sustainable Business, Experience Design, Customer experience improvement, Corporate Sustainability
Advanced · Course · 1 - 4 Weeks