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.

DeepLearning.AI
Skills you'll gain: Probability & Statistics, Statistical Analysis, Statistics, Statistical Hypothesis Testing, Statistical Visualization, Descriptive Statistics, Data Analysis, Histogram, Probability Distribution, Correlation Analysis, Statistical Inference, Estimation, Simulation and Simulation Software, Sampling (Statistics), LLM Application, Spreadsheet Software
Beginner · Course · 1 - 4 Weeks

Harvard Business Review
Skills you'll gain: Financial Statements, Generative AI, Critical Thinking, Business Modeling, Plan Execution, Financial Acumen, Prompt Engineering, Business Acumen, Financial Management, Budgeting, Business Strategy, Responsible AI, Financial Data, Data-Driven Decision-Making, Financial Analysis, Strategic Leadership, Income Statement, Strategic Decision-Making, Balance Sheet, Digital Transformation
Intermediate · Specialization · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Needs Assessment, Systems Thinking, Community Development, Organizational Change, Social Impact, Sustainable Development, Business Leadership, Corporate Sustainability, Strategic Thinking, Asset Management, Stakeholder Engagement, Relationship Building, Communication Strategies, Decision Making
Beginner · Course · 1 - 4 Weeks

LearnQuest
Skills you'll gain: Version Control, Git (Version Control System), Linux, Cloud Computing Architecture, DevOps, Virtualization, Cloud Computing, Cloud Infrastructure, Containerization, Infrastructure As A Service (IaaS), Software As A Service, Virtual Networking, Virtual Machines, Platform As A Service (PaaS)
Beginner · Course · 1 - 4 Weeks

Arizona State University
Skills you'll gain: Problem Solving, Critical Thinking and Problem Solving, Creative Problem-Solving, Brainstorming, Root Cause Analysis, Analytical Skills, Decision Making, Data Collection, Stakeholder Analysis
Mixed · Course · 1 - 4 Weeks

Board Infinity
Skills you'll gain: Responsible AI, LLM Application, Model Evaluation, Scripting, Debugging
Beginner · Course · 1 - 4 Weeks

IIMA - IIM Ahmedabad
Skills you'll gain: Digital Transformation, Innovation, Business Transformation, Organizational Strategy, Artificial Intelligence, Technology Strategies, Organizational Change, Cognitive flexibility, Industrial and Organizational Psychology, Emotional Intelligence, Decision Making
Beginner · Course · 1 - 3 Months

Microsoft
Skills you'll gain: Back-End Web Development, Program Development, Algorithms, Integrated Development Environments, Programming Principles, Pseudocode, Debugging, Computational Thinking, Engineering Software, Diagram Design, C# (Programming Language), Version Control, Data Flow Diagrams (DFDs), Software Engineering, GitHub, Git (Version Control System), Data Structures, Microsoft Copilot
Beginner · Course · 1 - 3 Months
University of Minnesota
Skills you'll gain: Model Evaluation, Business Metrics, Performance Metric, Data Collection, Performance Measurement, Benchmarking, Usability Testing, Data Validation, A/B Testing, Predictive Analytics, Customer Engagement
Mixed · Course · 1 - 3 Months
University of Virginia
Skills you'll gain: Price Negotiation, Market Dynamics, Product Strategy, Strategic Marketing, Presentations, Consumer Behaviour, Cost Accounting, Competitive Analysis, Market Research, Business Strategy, Market Analysis, Microsoft PowerPoint, Value Propositions, Case Studies, Market Share, B2B Sales
Intermediate · Course · 1 - 4 Weeks

University of California, Davis
Skills you'll gain: Chemical Engineering, Hazard Analysis, Process Engineering, Safety Assurance, Safety Training, Risk Management, Process Control, Failure Analysis, Accident Prevention, Risk Analysis
Intermediate · Course · 1 - 4 Weeks

Rice University
Skills you'll gain: Computational Thinking, Programming Principles, Algorithms, Data Structures, Theoretical Computer Science, Computer Programming, Python Programming, Computer Science, Verification And Validation, Game Theory, Mathematical Modeling, Test Case, Simulations
Intermediate · Course · 1 - 4 Weeks