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.

Coursera
Skills you'll gain: Reinforcement Learning, Inventory Control, Supply Chain, Operations Research, Supply Chain Systems, Supply Chain Management, Process Optimization, Model Optimization, Data-Driven Decision-Making, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning Methods, Fine-tuning, Performance Tuning, Decision Making, Simulations, Algorithms
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Model Evaluation, Classification Algorithms, Regression Analysis, Data Science, Statistical Modeling, Predictive Modeling, Machine Learning Methods, Exploratory Data Analysis, Machine Learning, Data Analysis, Applied Machine Learning, Machine Learning Software, Feature Engineering, Random Forest Algorithm, Supervised Learning, Logistic Regression, Data Processing, Model Optimization, Data Manipulation, Data Visualization
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: A/B Testing, Behavioral Economics, Content Performance Analysis, Data-Driven Marketing, Marketing Communications, Strategic Communication, Web Analytics, Digital Analysis, Cross-Functional Collaboration, Marketing Analytics, Google Analytics, HubSpot CRM, Data Storytelling, Content Optimization, Cross-Functional Team Leadership, Campaign Management, Data-Driven Decision-Making, Digital Marketing Tools, Storytelling, Copywriting
Intermediate · Course · 1 - 4 Weeks

LearnQuest
Skills you'll gain: Sales Pipelines, Sales Process, Sales Management, Regional Sales, Sales Enablement, Sales Development, Sales Territory Management, Sales Strategy, Sales, Sales Training, Talent Management, Talent Recruitment, Revenue Management, Cross-Functional Team Leadership, Cross-Functional Collaboration, Employee Coaching, Talent Acquisition, Customer Relationship Management (CRM) Software, Data-Driven Decision-Making, Target Market
Beginner · Course · 1 - 4 Weeks

Arizona State University
Skills you'll gain: Data Transformation, Data Literacy, Engineering Management, Data-Driven Decision-Making, Capacity Planning, Capacity Management, Data Strategy, Decision Intelligence, Data Management, Management Reporting, Performance Metric
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Google Analytics, Marketing Analytics, Pivot Tables And Charts, Looker (Software), Performance Reporting, Marketing Effectiveness, Tableau Software, Performance Measurement, Marketing Budgets, Power BI, Marketing, Digital Marketing, Content Marketing, Marketing Channel, Search Engine Optimization, Brand Marketing, Social Media Marketing, Email Marketing, Generative AI, AI Enablement
Intermediate · Course · 3 - 6 Months

Skills you'll gain: Key Performance Indicators (KPIs), Business Metrics, Accountability, Goal Setting, Management Reporting, Data-Driven Decision-Making
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Analytical Skills, Statistical Methods, Exploratory Data Analysis, R (Software), Business Analytics, Data Analysis, Statistical Analysis, Data Visualization, Analytics, Statistical Visualization, R Programming, Analysis, Statistical Programming, Predictive Analytics, Statistical Modeling, Data Structures, Statistical Software, Time Series Analysis and Forecasting, Data Manipulation, Regression Analysis
Beginner · Course · 1 - 4 Weeks

John Wiley & Sons
Skills you'll gain: Fundraising, Philanthropy, Grant Writing, Grant Applications, Strategic Partnership, Relationship Building, Campaign Management, Driving engagement, Campaign Planning, Diversity and Inclusion, Communication Strategies, Consumer Behaviour, Diversity Awareness, Decision Making, Cultural Diversity
Intermediate · Course · 3 - 6 Months

Skills you'll gain: Version Control, GitHub, Jupyter, Git (Version Control System), Generative AI, Software Documentation
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Management Accounting, Budgeting, Cost Accounting, Operating Budget, Accounting Systems, Cost Control, Financial Accounting, Accounting, Profit and Loss (P&L) Management, Tax Management, Intercompany Accounting, Performance Measurement, Financial Analysis, Income Statement, Accountability Frameworks, Accountability, Operational Analysis, Price Negotiation, Return On Investment, Market Dynamics
Mixed · Course · 1 - 3 Months
Skills you'll gain: Crisis Management, Team Building, Executive Presence, Risk Analysis, Leadership, Proactivity, Stakeholder Management, Strategic Planning, Change Management, Workforce Development, Cross-Functional Collaboration, Diversity Equity and Inclusion Initiatives, Employee Engagement, Competitive Analysis, Data-Driven Decision-Making, Root Cause Analysis, Performance Metric, Talent Acquisition, Communication, Culture
Intermediate · Course · 1 - 3 Months