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: PyTorch (Machine Learning Library), Model Optimization, Keras (Neural Network Library), Deep Learning, Convolutional Neural Networks, Reinforcement Learning, Transfer Learning, Autoencoders, Generative AI, Unsupervised Learning, Tensorflow, Artificial Neural Networks, Recurrent Neural Networks (RNNs), Generative Adversarial Networks (GANs), Generative Model Architectures, Model Training, Logistic Regression, Image Analysis, Applied Machine Learning, Regression Analysis
Intermediate · Professional Certificate · 3 - 6 Months

University of Colorado Boulder
Skills you'll gain: Artificial Intelligence and Machine Learning (AI/ML), Decision Tree Learning, Artificial Neural Networks, Markov Model, Algorithms, Artificial Intelligence, Statistical Inference, Statistical Modeling, Network Model, Computational Logic, Dependency Analysis, Statistical Methods, Probability Distribution, Mathematical Modeling, Data-Driven Decision-Making, Time Series Analysis and Forecasting, Model Optimization, Correlation Analysis, Solution Design, Technical Design
Beginner · Specialization · 3 - 6 Months

IE Business School
Skills you'll gain: Surveys, Survey Creation, Market Analysis, Product Strategy, Product Planning, Market Research, Product Marketing, Marketing Communications, Product Lining, Business Research, Strategic Marketing, Integrated Marketing Communications, Value Propositions, Customer Acquisition Management, Strategic Decision-Making, Consumer Behaviour, Marketing Management, Target Market, Decision Making, Marketing
Beginner · Specialization · 3 - 6 Months

University of California, Davis
Skills you'll gain: Content Marketing, Content Performance Analysis, Content Optimization, Marketing Strategy and Techniques, Goal Setting, Key Performance Indicators (KPIs), Search Engine Optimization, Brand Strategy, Content Scheduling, Strategic Marketing, Content Creation, Marketing Channel, Customer Insights, Writing and Editing, Writing, Selling Techniques, Performance Analysis, Marketing Analytics, Web Analytics and SEO, Social Media Campaigns
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Django (Web Framework), Full-Stack Web Development, Restful API, Version Control, GitHub, Git (Version Control System), Data Structures, Bootstrap (Front-End Framework), Unix Commands, Back-End Web Development, API Testing, Relational Databases, Front-End Web Development, Object Oriented Programming (OOP), Database Management Systems, Command-Line Interface, Database Management, Python Programming, Computer Programming, Cloud Hosting
Build toward a degree
Beginner · Professional Certificate · 3 - 6 Months

Skills you'll gain: Leadership, Rapport Building, Influencing, Interpersonal Communications, Persuasive Communication, Emotional Intelligence, Communication, Business Leadership, Drive Engagement, Business Communication, Empathy & Emotional Intelligence, Non-Verbal Communication, Communication Strategies, Decision Making, Behavior Management, Personal Development, Negotiation, Thought Leadership, Sales Management, Coaching
Mixed · Course · 1 - 3 Months

University of California, Davis
Skills you'll gain: Dashboard Creation, Dashboard, Data Storytelling, Tableau Software, Data Presentation, Data Visualization, Advanced Analytics, Graphic and Visual Design, Stakeholder Analysis, Interactive Data Visualization, Data Visualization Software, Data Literacy, Exploratory Data Analysis, Data Ethics, Data Analysis, Graphing, Visualization (Computer Graphics), Data Mapping, Requirements Analysis, Storyboarding
Beginner · Specialization · 3 - 6 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Supply And Demand, Statistical Inference, Business Analytics, Descriptive Statistics, Sampling (Statistics), Market Dynamics, Business Planning, Statistical Hypothesis Testing, Financial Systems, Statistics, Banking Services, Bank Regulations, Financial Policy, Banking, International Finance, Data-Driven Decision-Making, Data Analysis, Statistical Reporting, Economics, Statistical Analysis
Build toward a degree
Beginner · Specialization · 3 - 6 Months

Erasmus University Rotterdam
Skills you'll gain: Strategic Decision-Making, Business Valuation, Private Equity, Mergers & Acquisitions, Game Theory, Corporate Strategy, Strategic Thinking, Capital Budgeting, Financial Analysis, Business Strategy, Financial Statement Analysis, Return On Investment, Investment Banking, Decision Making, Cash Flows, Bidding, Growth Strategies, Corporate Finance, Competitive Analysis
Advanced · Course · 1 - 3 Months

Microsoft
Skills you'll gain: Responsible AI, Customer Service, AI Personalization, AI Enablement, AI Integrations, Customer experience improvement, Customer Communications Management, Service Level, Interpersonal Communications, Service Design, Personalized Service, Customer Support, Customer experience strategy (CX), Decision Intelligence, Customer Engagement, Service Level Agreement, Decision Making, Workflow Management, Problem Solving, Data Analysis
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Discussion Facilitation, Team Leadership, Team Building, Team Management, Organizational Leadership, Collaboration, Leadership, Organizational Effectiveness, Team Performance Management, Decision Making, Productivity, Brainstorming, Team Collaboration, Organizational Development, Leadership Development, Coordination, Professional Development, Complex Problem Solving, Course Development, Environment
Mixed · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Data Storytelling, Predictive Modeling, Data Presentation, Data Governance, Data Visualization, Predictive Analytics, Model Evaluation, Data Management, Business Analytics, Storytelling, Data Literacy, Analytics, Exploratory Data Analysis, Logistic Regression, Data Analysis, Risk Analysis, Data-Driven Decision-Making, Data Cleansing, Data Visualization Software, SQL
Intermediate · Specialization · 3 - 6 Months