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.

University of Colorado System
Skills you'll gain: Classification And Regression Tree (CART), AI Personalization, Marketing Analytics, Unsupervised Learning, Customer Analysis, Predictive Analytics, Data-Driven Marketing, Applied Machine Learning, Advanced Analytics, Supervised Learning, Dimensionality Reduction, Business Marketing, Predictive Modeling, Marketing Strategies, Data-Driven Decision-Making, Strategic Marketing, Customer experience improvement, Statistical Machine Learning, Personalized Service, Machine Learning
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Supply Chain, Logistics Management, Supply Chain Systems, Business Planning, Market Analysis, Process Design, Business Analysis Tools, Performance Improvement, Plan Execution, Cost Management
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Keyword Research, Search Engine Marketing, Campaign Planning, Competitive Analysis, Marketing, Content Optimization, Generative Engine Optimization (GEO), Digital Marketing Tools, Pay Per Click Advertising, Competitive Intelligence, Business Metrics, Market Share, Auditing, Gap Analysis, Technical Analysis, Issue Tracking
Beginner · Course · 1 - 3 Months

Board Infinity
Skills you'll gain: Overcoming Objections, Sales Pipelines, Consultative Selling, Account Strategy, Sales Presentation, Account Management, Sales Presentations, Storytelling, Closing (Sales), Sales Development, B2B Sales, Sales Process, Consultative Approaches, Persuasive Communication, Active Listening, Sales, Selling Techniques, Sales Territory Management, Sales Strategy, Revenue Management
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Data Storytelling, Data Presentation, Data-Driven Decision-Making, Strategic Decision-Making, Product Management, Customer Insights, Data Analysis, Forecasting, A/B Testing, Business Analytics, Analytics, Prioritization, Statistical Analysis, Business Metrics, User Research, Customer Retention, Machine Learning Methods, Root Cause Analysis, Statistical Methods, Stakeholder Communications
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Team Motivation, People Management, Trustworthiness, Performance Management, People Development, Coaching, Staff Management, Team Building, Leadership, Business Leadership, Influencing, Goal Setting, Communication, Accountability, Decision Making
Intermediate · Course · 1 - 3 Months

Fundação Instituto de Administração
Skills you'll gain: Marketing Analytics, Conversion Funnel Analysis, Sales Strategy, Data-Driven Marketing, Customer Analysis, Digital Analysis, Marketing Strategies, Data Visualization Software, Customer Engagement, Driving engagement, Sales, Consumer Behaviour, Market Analysis, Regression Analysis, Statistical Analysis, Target Market, Decision Tree Learning, Decision Making, Journey Mapping, Logistic Regression
Beginner · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Statistical Modeling, Exploratory Data Analysis, R Programming, Predictive Modeling, Sampling (Statistics), Statistical Hypothesis Testing, Tidyverse (R Package), Data Analysis, Data Modeling, Data-Driven Decision-Making, Regression Analysis, Data Science, Statistical Inference, Predictive Analytics, Rmarkdown, Statistical Methods, Applied Machine Learning, Model Evaluation, Machine Learning
Mixed · Course · 1 - 3 Months

Skills you'll gain: Model Evaluation, Feature Engineering, Data Preprocessing, Demand Planning, Financial Data, Predictive Modeling, Customer Demand Planning, Data-Driven Decision-Making, Exploratory Data Analysis, R Programming, Customer Analysis, Predictive Analytics, Profit and Loss (P&L) Management, Inventory and Warehousing, Analytics, Data Processing, Data Wrangling, Advanced Analytics, Machine Learning, Business
Beginner · Specialization · 1 - 3 Months

Columbia University
Skills you'll gain: Emotional Intelligence, Professional Networking, Empathy & Emotional Intelligence, Relationship Building, LinkedIn, Self-Awareness, Personal Development, Goal Setting, Entrepreneurship, Professional Development, Web Presence, Growth Mindedness, Relationship Management, Decision Making, Branding
Beginner · Course · 1 - 3 Months

Skills you'll gain: Business Intelligence, Data Warehousing, Business Intelligence Software, Dashboard, Dashboard Creation, Databases, Data Analysis, Interactive Data Visualization, Data-Driven Decision-Making, Analysis, Data Visualization Software
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Financial Reporting, Bookkeeping, Ledgers (Accounting), Workflow Management, Accounting Records, Accounting Software, Small Business Accounting, Balancing (Ledger/Billing), Inventory Management, Inventory Management System, Inventory Accounting, Process Optimization, Project Accounting, Accounts Payable and Receivable, Accounts Payable, Balance Sheet, Invoicing, Billing & Invoicing, Expense Management, Vendor Management
Beginner · Course · 1 - 4 Weeks