What is feature engineering?

Feature engineering is a process within machine learning that transforms raw data into features that a machine can recognize as part of the problem to be solved. It's a way of manually improving the observations and variables that a machine is learning based upon the data that you have. Features are tables that consist of the variables and observations that are meaningful to the problem you're trying to solve. Feature engineering consists of determining which features work best with the problem you're solving, creating the features, checking how the features work, and improving them.

Why is it important to learn feature engineering?

It's important to learn about the process of feature engineering because it can influence the result of solving a problem better than relying on algorithms alone, which means you can better solve problems based on the data that you have. When you use feature engineering properly, you can exert a positive influence on the results you achieve from the data that you're working with. To put it simply, the better features you put into the machine, the better problem solutions you'll see as a result. That's where a thorough knowledge of feature engineering comes in. The better you are at inputting features, the better you'll be at making the most of your data.

What are careers that rely on knowledge of feature engineering?

Data analysts and engineers call upon their knowledge of feature engineering in their careers. Engineers in a host of disciplines analyze, clean, and improve the data that they work with every day, and you'll find data specialists who work with feature engineering in fields as vast as healthcare, aerospace, and defense. The growing fields of mobile gaming and e-commerce also hire feature engineers to better analyze the data that they depend on.

How can online courses on Coursera help me learn feature engineering?

Whether you're looking to learn the basics of feature engineering or acquire more advanced knowledge, taking online courses on Coursera and partners like IBM and Google can help you learn the concepts and practical applications of feature engineering. You can learn about how feature engineering works in certain applications like Google Cloud or MATLAB or aim for a specialized certificate. No matter which of the feature engineering courses you choose to take, you'll have the opportunity to learn new skills that may be beneficial to your career.

What are the benefits of taking an online Feature Engineering course?

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

What Feature Engineering courses are best for training and upskilling employees or the workforce?

When looking to enhance your workforce's skills in Feature Engineering, 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 Feature Engineering Courses - Learn Feature Engineering Online

Explore the Feature Engineering Course Catalog

University of Pennsylvania
AI in Education: Leveraging ChatGPT for Teaching
Skills you'll gain: Prompt Engineering, Data Ethics, ChatGPT, AI Personalization, Generative AI Agents, Generative AI, Education Software and Technology, Artificial Intelligence, Information Privacy
4.7
Rating, 4.7 out of 5 stars
164 reviews
Beginner · Course · 1 - 4 Weeks
New York University
Engineering Health: Introduction to Yoga and Physiology
Skills you'll gain: Respiratory Care, Mindfulness, Respiration, Physical Therapy, Stress Management, Pulmonology, Research, Cardiology, General Science and Research, Kinesiology, Orthopedics, Biology, Preventative Care, Health Assessment, Vital Signs, Anatomy, Chronic Diseases, Neurology, Mental Health
4.8
Rating, 4.8 out of 5 stars
524 reviews
Beginner · Course · 3 - 6 Months
Status: Free Trial
University of California, Davis
Advanced Content and Social Tactics to Optimize SEO
Skills you'll gain: Content Creation, Social Media Strategy, Search Engine Optimization, Content Marketing, Web Analytics and SEO, Content Strategy, Social Media Marketing, Keyword Research, Target Audience, Brand Awareness, Influencing, Relationship Building
4.6
Rating, 4.6 out of 5 stars
1.2K reviews
Intermediate · Course · 1 - 4 Weeks
Status: Free Trial
LearnQuest
Spring Framework
Skills you'll gain: Spring Framework, Microservices, JUnit, Model View Controller, Hibernate (Java), Restful API, Application Frameworks, Spring Boot, Software Architecture, API Gateway, Web Services, Object-Relational Mapping, Transaction Processing, Java, Service Oriented Architecture, Cloud Computing Architecture, JSON, YAML, Unit Testing, Databases
3.9
Rating, 3.9 out of 5 stars
672 reviews
Beginner · Specialization · 1 - 3 Months
University of Manchester
Our Earth: Its Climate, History, and Processes
Skills you'll gain: Physical Science, Environment, Water Resources, Mathematical Modeling, Environmental Science, Biology, Simulations, Scientific Methods, Chemistry
4.7
Rating, 4.7 out of 5 stars
439 reviews
Beginner · Course · 1 - 3 Months
Status: Free Trial
Vanderbilt University
Trustworthy Generative AI
Skills you'll gain: Prompt Engineering, ChatGPT, Ideation, Verification And Validation, Data Validation, Generative AI, Risk Management Framework, Artificial Intelligence, Data Ethics, Human Centered Design
4.8
Rating, 4.8 out of 5 stars
604 reviews
Beginner · Course · 1 - 4 Weeks
Status: Free Trial
IBM
Introduction to Relational Databases (RDBMS)
Skills you'll gain: Database Design, MySQL, IBM DB2, Relational Databases, Databases, Database Management Systems, PostgreSQL, Data Management, Database Architecture and Administration, SQL, Data Integrity, Data Modeling, Data Manipulation, Command-Line Interface
4.6
Rating, 4.6 out of 5 stars
705 reviews
Beginner · Course · 1 - 4 Weeks
Status: Free Trial
University of California San Diego
Data Structures and Performance
Skills you'll gain: Unit Testing, Data Structures, Development Testing, Java Programming, Software Testing, Performance Tuning, Debugging, Computer Programming, Algorithms, Object Oriented Programming (OOP), Theoretical Computer Science
4.8
Rating, 4.8 out of 5 stars
2.2K reviews
Intermediate · Course · 1 - 3 Months
Coursera Project Network
Introduction to HTML
Skills you'll gain: Hypertext Markup Language (HTML), Front-End Web Development, Web Design and Development, Web Development, Web Development Tools, Web Applications, Web Content, Integrated Development Environments
4.6
Rating, 4.6 out of 5 stars
2.2K reviews
Beginner · Guided Project · Less Than 2 Hours
Status: Free Trial
L&T EduTech
A Practitioner's Approach to Power Distribution & Automation
Skills you'll gain: Electrical Substation, Electrical Systems, Electrical Power, Control Systems, Electric Power Systems, Low Voltage, High Voltage, Electrical Equipment, Electrical Safety, Three-Phase, HVAC, Basic Electrical Systems, Wiring Diagram, Mechanical Design, Schematic Diagrams, Construction, Civil Engineering, Control Panels, Programmable Logic Controllers, Technical Standard
4.6
Rating, 4.6 out of 5 stars
206 reviews
Intermediate · Specialization · 3 - 6 Months
University of California San Diego
Algae Biotechnology
Skills you'll gain: Life Sciences, Environmental Issue, Corporate Sustainability, Regulatory Requirements, Chemical and Biomedical Engineering, Biochemistry, Commercialization, Regulatory Affairs, Company, Product, and Service Knowledge, Production Process, New Product Development, Product Development, Environmental Engineering, Molecular, Cellular, and Microbiology, Biology, Innovation
4.8
Rating, 4.8 out of 5 stars
583 reviews
Intermediate · Course · 1 - 3 Months
Hebrew University of Jerusalem
Build a Modern Computer from First Principles: Nand to Tetris Part II (project-centered course)
Skills you'll gain: Computer Science, Computer Engineering, Computer Architecture, Computer Programming, System Software, Virtual Machines, Operating Systems, Software Architecture, Algorithms, Software Design, Program Development, Object Oriented Programming (OOP), Data Structures, System Implementation, Computer Graphics
4.9
Rating, 4.9 out of 5 stars
525 reviews
Mixed · Course · 1 - 3 Months