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.
Codio
Skills you'll gain: Matplotlib, Version Control, Text Mining, GitHub, Large Language Modeling, Django (Web Framework), Git (Version Control System), Package and Software Management, Platform As A Service (PaaS), Plot (Graphics), Application Deployment, Object-Relational Mapping, Hugging Face, Natural Language Processing, Data Visualization Software, Unit Testing, Statistical Visualization, Development Environment, Virtual Environment, Python Programming
Intermediate · Specialization · 1 - 3 Months

University of Zurich
Skills you'll gain: Systems Thinking, Sustainable Development, Sustainable Systems, Sustainability Standards, Education and Training, Teaching, Environment, Curriculum Planning, Environmental Issue, Decision Making, Climate Change Mitigation, Interpersonal Communications
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Minitab, Six Sigma Methodology, Lean Six Sigma, Root Cause Analysis, Statistical Process Controls, Data Analysis Software, Statistical Software, Process Improvement and Optimization, Project Scoping, Kaizen Methodology, Quality Improvement, Data-Driven Decision-Making, Project Design, Process Improvement, Solution Design, Waste Minimization, Project Documentation, Project Management, Lean Manufacturing, Quality Assessment
Beginner · Course · 3 - 6 Months

AI CERTs
Skills you'll gain: Analytics, Predictive Analytics, Applied Machine Learning, Predictive Modeling, Science and Research, Machine Learning, Clinical Data Management, Medical Science and Research, Biomedical Technology, AI Integrations, Generative AI, AI literacy, Regulatory Compliance
Beginner · Course · 1 - 3 Months

University of California San Diego
Skills you'll gain: Digital pedagogy, Technical Communication, Diversity Equity and Inclusion Initiatives, Social Impact, Computational Thinking, Computer Science, Curriculum Development, Informatics, Innovation, Technical Writing
Beginner · Course · 1 - 3 Months

Skills you'll gain: Version Control, GitHub Copilot, Software Documentation, R (Software), Software Versioning, Microsoft Visual Studio, Technical Documentation, Program Development, Statistical Analysis, Development Environment, Descriptive Statistics, Statistical Programming, Programming Principles
Beginner · 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

Skills you'll gain: Matplotlib, Data Storytelling, Data Presentation, Scientific Visualization, Visualization (Computer Graphics), Plot (Graphics), Data Visualization, Data Preprocessing, Box Plots, E-Commerce, Business Analytics, Data Visualization Software, Data-Driven Decision-Making, Computer Graphics, Descriptive Statistics, Histogram, Data Analysis, Graphing, Statistical Visualization, Python Programming
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Working Capital, Equities, Capital Expenditure, Business Valuation, Accounts Receivable, Cash Flows, Risk Analysis
Mixed · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Google Docs, Gmail, Google Workspace, Google Sheets, Calendar Management, Presentations, Setting Appointments, Version Control, Spreadsheet Software, Excel Formulas, Data Visualization, Excel Macros, Email Security, Productivity Software, Email Automation, Collaborative Software, Meeting Facilitation, Sales Presentations, Scheduling, Business Solutions
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Plan Execution, Blockchain, Business Analysis, Market Opportunities, Stakeholder Analysis, Market Analysis, Case Studies, Proposal Development, Feasibility Studies, Milestones (Project Management), Business Modeling, Solution Design, Value Propositions, Innovation, Business Strategy, Market Research, Decision Making
Intermediate · Course · 1 - 3 Months

Fundação Instituto de Administração
Skills you'll gain: Business Strategy, Stakeholder Analysis, Business Modeling, Strategic Thinking, Corporate Strategy, Organizational Strategy, Strategic Decision-Making, Stakeholder Management, New Business Development, Growth Strategies, Competitive Analysis, Market Opportunities, Resource Management, Innovation, Value Propositions
Beginner · Course · 1 - 3 Months