What is unsupervised learning?

Unsupervised learning is a type of AI-based machine learning that lets people get information from untargeted data sets. The machines find and manage unlabeled data so people are able to take advantage of complex tools, such as dimension reduction algorithms and clustering. The result of unsupervised learning is that users are able to identify patterns and results that emerge from a raw data set. Instead of entering a data set or goal, someone using unsupervised learning gets to let the data sets and patterns emerge to find the algorithm that makes the most sense.

Why is it important to learn about unsupervised learning?

If you enjoy solving complex puzzles and detecting hidden information to answer questions, learning about unsupervised learning puts it within your grasp to identify and present data in a coherent, usable manner. Learning how tools like dimensionality reduction algorithms and clustering let you break raw data into subsets and categories or clusters that can be used to create models. This makes the information usable for decision-making purposes as well as for directing supervised AI to explore specific data subsets. The categorized information becomes more relevant, and the characteristics of data clusters become more recognizable.

What career opportunities can arise from learning unsupervised learning?

Data scientists and machine learning (AI) specialists are two career opportunities that can emerge from picking up the study of unsupervised learning. Before studying unsupervised learning, it helps to have Python programming knowledge and know the basics of calculus, data cleaning, probability, statistics, linear algebra, and exploratory data analysis because unsupervised learning builds upon these skills. You might work exclusively in the field of IBM machine learning strategies, or you may work in another field, such as engineering, customer market segmentation, data mining, or predictive analysis. Studying unsupervised learning helps you stay on top of developments in machine learning to stay relevant as well as advance in your career if you're already in the field.

How can online courses on Coursera help me learn unsupervised learning?

The online unsupervised learning courses on Coursera give you the knowledge and practical experience about machine learning so you're able to use tools like k-means clustering, cluster analysis, and principle component analysis (PCA) to apply unsupervised machine learning techniques in a business setting. Apply these new skills and newly learned information to real-life business situations. Our online unsupervised learning courses provide the information and opportunity for you to develop a skill set that helps you reach your career goals or earn college credits at your own pace, and on your own terms.

What are the benefits of taking an online Unsupervised Learning course?

Online Unsupervised Learning courses offer a convenient and flexible way to enhance your knowledge or learn new Unsupervised Learning skills. Choose from a wide range of Unsupervised Learning courses offered by top universities and industry leaders tailored to various skill levels.

What Unsupervised Learning courses are best for training and upskilling employees or the workforce?

When looking to enhance your workforce's skills in Unsupervised Learning, it's crucial to select a course that aligns with their current abilities and learning objectives. Our Skills Dashboard is an invaluable tool for identifying skill gaps and choosing the most appropriate course for effective upskilling. For a comprehensive understanding of how our courses can benefit your employees, explore the enterprise solutions we offer. Discover more about our tailored programs at Coursera for Business here .

Top Unsupervised Learning Courses - Learn Unsupervised Learning Online

Explore the Unsupervised Learning Course Catalog

Status: Free Trial
Google Cloud
Preparing for Google Cloud Certification: Cloud Developer
Skills you'll gain: Containerization, Cloud Applications, Google Cloud Platform, Cloud Infrastructure, Application Deployment, Docker (Software), Kubernetes, Application Development, CI/CD, Cloud Development, Microservices, Authentications, Serverless Computing, Identity and Access Management, Cloud Storage, Cloud Services, Virtual Machines, Generative AI, Cloud API, Prompt Engineering
4.7
Rating, 4.7 out of 5 stars
49K reviews
Intermediate · Professional Certificate · 3 - 6 Months
Status: Free Trial
Google Cloud
Preparing for Google Cloud Certification: Cloud Security Engineer
Skills you'll gain: Application Performance Management, Distributed Denial-Of-Service (DDoS) Attacks, Google Cloud Platform, Kubernetes, Cloud Infrastructure, Identity and Access Management, Data Loss Prevention, Load Balancing, System Monitoring, Prompt Engineering, Network Monitoring, Cloud Computing Architecture, Containerization, Network Architecture, Role-Based Access Control (RBAC), Network Security, OAuth, Network Routing, Cloud Security, Virtual Private Networks (VPN)
Build toward a degree
4.7
Rating, 4.7 out of 5 stars
50K reviews
Intermediate · Professional Certificate · 3 - 6 Months
Status: Free Trial
Google Cloud
Preparing for Google Cloud Certification: Cloud Network Engineer
Skills you'll gain: Application Performance Management, Distributed Denial-Of-Service (DDoS) Attacks, Google Cloud Platform, Cloud Infrastructure, Load Balancing, System Monitoring, Prompt Engineering, Kubernetes, Network Performance Management, Network Monitoring, Cloud Computing Architecture, Containerization, Network Architecture, Network Security, Cloud Storage, Cloud Services, Identity and Access Management, Network Routing, Virtual Private Networks (VPN), Network Troubleshooting
4.7
Rating, 4.7 out of 5 stars
49K reviews
Intermediate · Professional Certificate · 3 - 6 Months
Status: New
Status: Free Trial
Vanderbilt University
AI Agents and Agentic AI in Python: Powered by Generative AI
Skills you'll gain: Prompt Engineering, ChatGPT, Generative AI Agents, OpenAI, Productivity, Python Programming, Agentic systems, Artificial Intelligence and Machine Learning (AI/ML), Generative AI, Artificial Intelligence, Large Language Modeling, Creative Thinking, Ingenuity, Brainstorming, Software Development Tools, Application Development, Prototyping, Persona (User Experience), Business Logic, Automation
4.8
Rating, 4.8 out of 5 stars
6K reviews
Beginner · Specialization · 3 - 6 Months
Status: Free Trial
Macquarie University
Excel Skills for Business: Essentials
Skills you'll gain: Microsoft Excel, Data Visualization, Spreadsheet Software, Excel Formulas, Data Management, Data Entry, Productivity Software
4.9
Rating, 4.9 out of 5 stars
50K reviews
Beginner · Course · 1 - 3 Months
Status: Free Trial
Vanderbilt University
Generative AI Automation
Skills you'll gain: Prompt Engineering, ChatGPT, Ideation, Verification And Validation, Data Validation, Data Presentation, Productivity, Generative AI, Document Management, Data Synthesis, Image Analysis, Data Capture, Artificial Intelligence, OpenAI, Large Language Modeling, Data Analysis, Organizational Skills, Risk Management Framework, Computer Vision, Microsoft Excel
4.8
Rating, 4.8 out of 5 stars
6.7K reviews
Beginner · Specialization · 3 - 6 Months
Status: Free Trial
Vanderbilt University
Prompt Engineering
Skills you'll gain: Prompt Engineering, ChatGPT, Ideation, Verification And Validation, Data Validation, Data Presentation, Productivity, Document Management, Generative AI, Artificial Intelligence, Large Language Modeling, Risk Management Framework, Microsoft Excel, Creative Thinking, Ingenuity, Brainstorming, Problem Solving, Data Ethics, Data Analysis, Information Management
4.8
Rating, 4.8 out of 5 stars
6.7K reviews
Beginner · Specialization · 1 - 3 Months
Status: Free Trial
University of California, Irvine
Grammar and Punctuation
Skills you'll gain: Grammar, Writing, Proofreading, Editing, Peer Review, English Language
4.7
Rating, 4.7 out of 5 stars
19K reviews
Mixed · Course · 1 - 4 Weeks
Status: Free Trial
Imperial College London
Mathematics for Machine Learning: PCA
Skills you'll gain: Dimensionality Reduction, NumPy, Probability & Statistics, Feature Engineering, Jupyter, Data Science, Statistics, Linear Algebra, Python Programming, Advanced Mathematics, Machine Learning, Calculus
4
Rating, 4 out of 5 stars
3.1K reviews
Intermediate · Course · 1 - 4 Weeks
Status: Free Trial
Status: AI skills
University of Pennsylvania
AI and Machine Learning Essentials with Python
Skills you'll gain: Statistical Machine Learning, PyTorch (Machine Learning Library), Probability, Probability & Statistics, Sampling (Statistics), Deep Learning, Probability Distribution, Python Programming, Supervised Learning, Statistics, Machine Learning, Regression Analysis, Data Processing, Agentic systems, Data Science, Artificial Intelligence, Artificial Neural Networks, Algorithms, Computer Vision, Theoretical Computer Science
4.6
Rating, 4.6 out of 5 stars
24 reviews
Intermediate · Specialization · 3 - 6 Months
Status: Free Trial
Vanderbilt University
ChatGPT: Master Free AI Tools to Supercharge Productivity
Skills you'll gain: Prompt Engineering, ChatGPT, Generative AI, Productivity, AI Personalization, OpenAI, Artificial Intelligence, Personalized Service, Large Language Modeling, Expense Management, Creative Thinking, Ingenuity, Productivity Software, Brainstorming, Travel Arrangements, Innovation, Scenario Testing, Problem Solving, Application Development, Data Quality
4.8
Rating, 4.8 out of 5 stars
6.4K reviews
Beginner · Specialization · 3 - 6 Months
Status: Free Trial
Vanderbilt University
Generative AI Assistants
Skills you'll gain: Prompt Engineering, ChatGPT, Generative AI, Ideation, Verification And Validation, Data Validation, Productivity, AI Personalization, OpenAI, Artificial Intelligence, Personalized Service, Large Language Modeling, Risk Management Framework, Expense Management, Creative Thinking, Ingenuity, Productivity Software, Brainstorming, Data Ethics, Travel Arrangements
4.8
Rating, 4.8 out of 5 stars
6.5K reviews
Beginner · Specialization · 1 - 3 Months