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 Illinois Urbana-Champaign
Skills you'll gain: Organizational Change, Innovation, Change Management, New Product Development, Organizational Leadership, Organizational Development, Organizational Strategy, Cross-Functional Team Leadership, Culture Transformation, Team Leadership, Organizational Effectiveness, Product Lifecycle Management, Organizational Structure, Product Development, Strategic Decision-Making
Beginner · Course · 1 - 4 Weeks

University of California, Irvine
Skills you'll gain: Decision Support Systems, Database Design, Relational Databases, Database Management, Database Development, SQL, Descriptive Statistics, Statistics, Statistical Analysis, Business Intelligence, Microsoft Excel, Data Processing, Extract, Transform, Load, Business Analytics, Data Manipulation, Data Science, Conceptual Design
Beginner · Course · 1 - 4 Weeks

The Chinese University of Hong Kong
Skills you'll gain: Operations Research, Model Optimization, Computational Logic, Combinatorics, Algorithms, Applied Mathematics, Mathematical Modeling, Mathematical Software, Computational Thinking, Decision Support Systems, Data Transformation, Theoretical Computer Science, Performance Tuning, Linear Algebra
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Feature Engineering, Generative AI, Anomaly Detection, Text Mining, Advanced Analytics, Predictive Modeling, Unstructured Data, AI Workflows, Data Analysis, Natural Language Processing, Predictive Analytics, Statistical Analysis, Data-Driven Decision-Making, Time Series Analysis and Forecasting, Forecasting, Model Evaluation, Data Quality
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Pain Management, Patient Communication, Patient Assistance, Clinical Nutrition, Nutrition and Diet, Patient Education and Support, Patient Evaluation, Direct Patient Care, Health Assessment, Nutrition Education, Communication, Clinical Experience, Health Care, Healthcare Ethics, Patient Safety, Health And Safety Standards, Healthcare Industry Knowledge, Critical Thinking and Problem Solving, Decision Making, Critical Thinking
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: UI/UX Research, User Research, Empathy, De-escalation Techniques, Active Listening, Responsible AI, Data Sharing, User Experience, Verbal Communication Skills, ChatGPT, Interpersonal Communications, AI literacy, Anthropic Claude, Data Ethics, Consumer Behaviour, Prompt Engineering, Strategic Decision-Making, Information Privacy, Trustworthiness, Mitigation
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: File Management, Version Control, Document Management, Data Sharing, Collaborative Software, Cloud Storage, Data Storage, Data Loss Prevention
Beginner · Guided Project · Less Than 2 Hours

LearnKartS
Skills you'll gain: Amazon Web Services, Cloud Infrastructure, Public Cloud, Infrastructure Architecture, Amazon Elastic Compute Cloud, Cloud Computing, Cloud Solutions, Cloud Hosting, Cloud Computing Architecture, Cloud Platforms, Cloud Services, Cloud Security, Cloud Deployment, Cloud Storage, Network Planning And Design, Load Balancing, Virtual Networking, Virtual Private Networks (VPN), Resource Management, Cost Management
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Product Lifecycle Management, Manufacturing and Production, Manufacturing Processes, Product Engineering, Robotic Process Automation, Manufacturing Operations, Production Process, Industrial Engineering, Business Process Automation, Automation, Enterprise Resource Planning, Product Development, Supply Chain Management, Energy and Utilities, Plant Operations and Management, Internet Of Things, Robotics, Digital Transformation, Data Integration, Real Time Data
Intermediate · Course · 1 - 4 Weeks

University of California San Diego
Skills you'll gain: Version Control, Integrated Development Environments, GitHub, Git (Version Control System), Internet Of Things, Development Environment, Embedded Software, Software Development Tools, Software Versioning, Embedded Systems, Program Development, Prototyping, Linux, Linux Commands, Operating System Administration, Operating Systems, Ubuntu, Peripheral Devices, Android (Operating System), Open Source Technology
Mixed · Course · 1 - 3 Months

Skills you'll gain: Apache Spark, Retrieval-Augmented Generation, OpenAI API, Generative AI, LLM Application, Model Evaluation, Data Preprocessing, Large Language Modeling, Generative Adversarial Networks (GANs), Predictive Modeling, Matplotlib, Keras (Neural Network Library), Fine-tuning, Transfer Learning, Deep Learning, Machine Learning Methods, Applied Machine Learning, Seaborn, Statistical Modeling, Machine Learning
Intermediate · Specialization · 3 - 6 Months

University of California, Irvine
Skills you'll gain: Delegation Skills, Goal Setting, Prioritization, Risk Management, Scheduling, Time Management, Resource Management, Productivity, Personal Development, Expectation Management, Professional Development, Decision Making
Mixed · Course · 1 - 4 Weeks