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: Cost Management, Budget Management, Earned Value Management, Capital Budgeting, Financial Management, Budgeting, Financial Statements, Financial Analysis, Financial Statement Analysis, Financial Acumen, Project Finance, Project Performance, Gross Profit, Project Controls, Financial Data, Cash Flows, Project Management, Return On Investment, Financial Reporting, Income Statement
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Algorithms, Computer Programming, Data Structures, Computational Thinking, Theoretical Computer Science
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Peer Review, Technical Communication, Software Technical Review, Agile Software Development, Agile Methodology, Meeting Facilitation, Communication Planning, Communication Strategies, Decision Making, AI Product Strategy
Intermediate · Course · 1 - 4 Weeks

Simplilearn
Skills you'll gain: Apache Maven, Build Tools, Continuous Integration, Version Control, Java, Software Versioning, Package and Software Management, Mac OS, Software Installation
Beginner · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Google App Engine, Cloud API, Firewall, Google Cloud Platform, Cloud Applications, Application Programming Interface (API), Application Deployment, Cloud Deployment, Cloud Management, Software Versioning, Application Development, Version Control
Beginner · Project · Less Than 2 Hours

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

Coursera
Skills you'll gain: Sales Presentation, B2B Sales, Sales Presentations, Selling Techniques, General Sales Practices, Sales, Value Propositions, Peer Review, Key Performance Indicators (KPIs), Presentations, Return On Investment, Decision Making, Business Priorities, Marketing, Microsoft PowerPoint, Marketing Communications, Business
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Diagram Design, Unified Modeling Language, Process Modeling, Model Deployment, Information Privacy, MLOps (Machine Learning Operations), Application Programming Interface (API), AI Product Strategy, Analysis, Data Pipelines, Cloud API, Feature Engineering, Cost Management, Performance Analysis
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Seaborn, Exploratory Data Analysis, Statistical Visualization, Data Visualization, Data Visualization Software, Scatter Plots, Interactive Data Visualization, Data-Driven Decision-Making, Jupyter, Data Analysis Software, Analysis, Correlation Analysis, Data Structures, Strategic Decision-Making, Decision Making
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Content Performance Analysis, Content Optimization, Web Analytics and SEO, Content Creation, Web Content, Search Engine Optimization, Performance Analysis, Digital Publishing, Content Marketing, Driving engagement, Content Management Systems, Web Analytics, Performance Measurement, Performance Metric, Performance Improvement, Data-Driven Marketing, Copywriting, Process Optimization, Benchmarking, Data-Driven Decision-Making
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Operating Cost, Cost Accounting, Cost Estimation, Inventory Accounting, Resource Allocation, Cost Management, Management Accounting, Financial Data, Accounting, Business Valuation, Inventory Management, Financial Accounting, Production Management, Product Management, Financial Management, Decision Making, Business, Business Management
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Data-Driven Decision-Making, Regression Analysis, Logistic Regression, Scatter Plots, Data Analysis, Predictive Analytics, Predictive Modeling, Minitab, Statistical Modeling, Statistical Software, Statistical Methods, Statistical Analysis, Data Analysis Software, Statistical Hypothesis Testing, Correlation Analysis, Microsoft Excel, Model Evaluation
Mixed · Course · 1 - 4 Weeks