Cluster analysis courses can help you learn data segmentation, pattern recognition, and the identification of natural groupings within datasets. You can build skills in evaluating clustering methods, interpreting results, and applying statistical techniques to real-world problems. Many courses introduce tools like R, Python, and specialized software for data visualization, that support implementing clustering algorithms and analyzing complex data structures.

Skills you'll gain: Stakeholder Management, Google Sheets, Data-Driven Decision-Making, Data Analysis, Spreadsheet Software, Analytical Skills, Meeting Facilitation, Business Analysis, Dashboard, Data Presentation, Quantitative Research, Problem Solving
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Prompt Engineering, Prompt Patterns, Generative AI, IBM Cloud, Responsible AI, ChatGPT, No-Code Development, Machine Learning Software, WordPress, Deep Learning, Machine Learning, AI Workflows, LLM Application, Workflow Management, Artificial Intelligence, Generative AI Agents, Application Deployment, Artificial Intelligence and Machine Learning (AI/ML), Natural Language Processing, Data Science
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Data Storytelling, Data Visualization, Exploratory Data Analysis, Regression Analysis, Feature Engineering, Statistical Hypothesis Testing, Sampling (Statistics), Data Ethics, Logistic Regression, Model Evaluation, Data Visualization Software, Descriptive Statistics, Data Analysis, Statistical Analysis, Tableau Software, Object Oriented Programming (OOP), Data Science, Machine Learning, Interviewing Skills, Python Programming
Build toward a degree
Advanced · Professional Certificate · 3 - 6 Months

Skills you'll gain: Prompt Engineering, Prompt Patterns, Generative AI, ChatGPT, Data Storytelling, OpenAI, Analytics, Prompt Engineering Tools, Data Analysis, Dashboard, Data Ethics, Artificial Intelligence and Machine Learning (AI/ML), Data Visualization Software, Statistical Analysis, Python Programming, Responsible AI, Data Cleansing, Data Manipulation, Machine Learning, Context Management
Intermediate · Specialization · 1 - 3 Months

University of California, Davis
Skills you'll gain: Data Governance, Presentations, Apache Spark, SQL, Distributed Computing, Data Quality, Descriptive Statistics, Data Lakes, Data Storytelling, Peer Review, Exploratory Data Analysis, Data Pipelines, JSON, Statistical Analysis, Data Modeling, Performance Metric, Data Warehousing, Data Analysis, Databases, Complex Problem Solving
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Dashboard, Web Scraping, SQL, Descriptive Statistics, Data Visualization, Pandas (Python Package), Data Presentation, Statistical Analysis, Jupyter, Data Analysis, Statistical Hypothesis Testing, Statistics, Statistical Methods, Databases, Data Science, Relational Databases, Programming Principles, IBM Cloud, Python Programming, Data Visualization Software
Build toward a degree
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: NoSQL, Apache Kafka, Database Design, Linux Commands, Data Warehousing, Bash (Scripting Language), Apache Hadoop, Apache Spark, MongoDB, Database Administration, Data Pipelines, SQL, IBM Cognos Analytics, Extract, Transform, Load, Jupyter, Generative AI, Professional Networking, Python Programming, Data Analysis, Data Science
Build toward a degree
Beginner · Professional Certificate · 3 - 6 Months

Skills you'll gain: Database Design, SQL, Extract, Transform, Load, IBM DB2, Data Store, Relational Databases, Jupyter, Data Architecture, Database Management Systems, Big Data, Web Scraping, Databases, MySQL, Data Integration, Data Infrastructure, Data Storage, Data Transformation, Pandas (Python Package), Programming Principles, Python Programming
Beginner · Specialization · 3 - 6 Months

University of Virginia Darden School Foundation
Skills you'll gain: Cloud Deployment, Digital Transformation, Business Strategy, Competitive Analysis, Cloud Computing Architecture, Data Wrangling, Cloud Services, Business Transformation, Cloud Infrastructure, Big Data, Generative AI, Cloud Storage, Data Analysis, Responsible AI, Cloud Computing, Statistical Analysis, Data Cleansing, Apache Hadoop, Cloud Security, Data Science
Beginner · Specialization · 3 - 6 Months

Vanderbilt University
Skills you'll gain: Data Storytelling, Prompt Engineering, Data Presentation, ChatGPT, Prompt Patterns, Data Synthesis, Microsoft Excel, LLM Application, Productivity, Infographics, OpenAI, Document Management, AI Enablement, Data Analysis, SQL, Generative AI, Artificial Intelligence, Data Visualization, Data Cleansing, Databases
Beginner · Specialization · 3 - 6 Months
University of Michigan
Skills you'll gain: Pandas (Python Package), Statistical Analysis, Data Manipulation, Data Cleansing, Data Analysis, Probability & Statistics, Sampling (Statistics), NumPy, Pivot Tables And Charts, Statistical Hypothesis Testing, Jupyter, Python Programming, Data Import/Export, Programming Principles
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Data Storytelling, Dashboard, Database Design, Data Visualization, Business Intelligence, IBM Cognos Analytics, Descriptive Statistics, Extract, Transform, Load, Data Visualization Software, Business Analytics, IBM DB2, Tableau Software, Star Schema, Relational Databases, Interactive Data Visualization, Regression Analysis, Forecasting, Database Management Systems, Pivot Tables And Charts, MySQL
Beginner · Professional Certificate · 3 - 6 Months