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

Status: New
Status: Free Trial
Meta
Meta Full-Stack Developer
Skills you'll gain: Jest (JavaScript Testing Framework), Django (Web Framework), Version Control, Restful API, Responsive Web Design, Unix Commands, HTML and CSS, Git (Version Control System), GitHub, Relational Databases, Object Oriented Programming (OOP), Database Management Systems, Bootstrap (Front-End Framework), React.js, Mobile Development, SQL, Database Design, Unit Testing, Web Development Tools, Web Development
4.7
Rating, 4.7 out of 5 stars
23K reviews
Beginner · Specialization · 3 - 6 Months
Starweaver
Automotive Industrial Engineering
Skills you'll gain: Supply Chain, Logistics Management, Supply Chain Management, Industrial Engineering, Operations Management, Operating Cost, Corporate Strategy, Business Strategy, Operational Efficiency, Manufacturing Processes, Corporate Sustainability, Procurement, Innovation, Technology Strategies
4.3
Rating, 4.3 out of 5 stars
104 reviews
Beginner · Course · 1 - 4 Weeks
Status: Free Trial
Meta
Meta Front-End Developer
Skills you'll gain: Jest (JavaScript Testing Framework), Version Control, UI/UX Research, Usability Testing, Responsive Web Design, Data Structures, Unix Commands, HTML and CSS, Git (Version Control System), Persona (User Experience), GitHub, Interaction Design, User Experience Design, User Interface and User Experience (UI/UX) Design, Bootstrap (Front-End Framework), React.js, Mobile Development, Front-End Web Development, Algorithms, Web Development Tools
Build toward a degree
4.7
Rating, 4.7 out of 5 stars
22K reviews
Beginner · Professional Certificate · 3 - 6 Months
Status: Free Trial
University of Alberta
Software Design and Architecture
Skills you'll gain: Software Architecture, Model View Controller, Unified Modeling Language, Object Oriented Design, Service Oriented Architecture, API Design, Systems Architecture, Web Services, Software Design Patterns, Software Design, Simple Object Access Protocol (SOAP), Microservices, Restful API, Software Design Documents, Software Visualization, Code Review, Solution Architecture, Software Systems, Object Oriented Programming (OOP), Java
4.6
Rating, 4.6 out of 5 stars
3.9K reviews
Beginner · Specialization · 3 - 6 Months
University of Manchester
Introduction to Physical Chemistry
Skills you'll gain: Chemistry, Physical Science, Physics, Laboratory Experience, Thermal Management, Simulation and Simulation Software, Experimentation, Molecular, Cellular, and Microbiology, Mathematical Modeling, Calculus
4.7
Rating, 4.7 out of 5 stars
727 reviews
Mixed · Course · 1 - 3 Months
Georgia Institute of Technology
Linear Circuits 1: DC Analysis
Skills you'll gain: Basic Electrical Systems, Electronic Components, Electrical Systems, Electrical Engineering, Engineering Analysis, Electronics, Engineering Calculations, Physics, Differential Equations
4.5
Rating, 4.5 out of 5 stars
1.5K reviews
Mixed · Course · 1 - 3 Months
Status: Free Trial
University of California, Davis
Chemical Hazards and Process Safety
Skills you'll gain: Chemical Engineering, Process Engineering, Hazard Communication (HazCom), Safety Assurance, Occupational Safety and Health Administration (OSHA), Risk Management, Environment Health And Safety, Failure Analysis, Accident Prevention, Risk Analysis, Engineering Practices, Risk Control, Engineering Analysis, Pollution Prevention, Equipment Design, Environmental Engineering, Reliability, Engineering Calculations, Process Analysis, Mathematical Modeling
4.8
Rating, 4.8 out of 5 stars
201 reviews
Advanced · Specialization · 3 - 6 Months
Status: Free Trial
Google Cloud
Preparing for Google Cloud Certification: Cloud Engineer
Skills you'll gain: Cloud Infrastructure, Identity and Access Management, Kubernetes, Google Cloud Platform, Prompt Engineering, Cloud Storage, Containerization, Infrastructure As A Service (IaaS), Cloud Computing Architecture, Cloud Management, Cloud Services, Load Balancing, Cloud Engineering, Application Deployment, Infrastructure as Code (IaC), Virtual Machines, Data Storage Technologies, Cloud Computing, Network Infrastructure, Docker (Software)
4.7
Rating, 4.7 out of 5 stars
59K reviews
Intermediate · Professional Certificate · 3 - 6 Months
Eindhoven University of Technology
Microwave engineering and antennas
Skills you'll gain: Electronics Engineering, Telecommunications, Electrical Engineering, Electronic Systems, Wireless Networks, Engineering Design Process, Simulation and Simulation Software, Engineering Analysis, Computer-Aided Design, Physics, Applied Mathematics
4.6
Rating, 4.6 out of 5 stars
140 reviews
Intermediate · Course · 1 - 3 Months
Duke University
Introductory Human Physiology
Skills you'll gain: Respiration, Anatomy, Pulmonology, Cardiology, Nephrology, Urology, Kinesiology, Vital Signs, Neurology, Biology, Nutrition and Diet, Gynecology
4.8
Rating, 4.8 out of 5 stars
5.2K reviews
Beginner · Course · 1 - 3 Months
Status: Free Trial
Google Cloud
Architecting with Google Compute Engine
Skills you'll gain: Cloud Infrastructure, Identity and Access Management, Google Cloud Platform, Prompt Engineering, Kubernetes, Application Deployment, Cloud Storage, Infrastructure As A Service (IaaS), Containerization, Cloud Computing, CI/CD, Cloud Computing Architecture, Cloud Security, Cloud Services, Load Balancing, Service Level Agreement, Infrastructure as Code (IaC), Virtual Machines, Microservices, Service Level
4.7
Rating, 4.7 out of 5 stars
58K reviews
Intermediate · Specialization · 3 - 6 Months
Status: Free Trial
Google Cloud
Preparing for Google Cloud Certification: Cloud Architect
Skills you'll gain: Cloud Infrastructure, Identity and Access Management, Kubernetes, Google Cloud Platform, Prompt Engineering, Application Deployment, Cloud Storage, Containerization, Infrastructure As A Service (IaaS), Cloud Computing, CI/CD, Cloud Computing Architecture, Cloud Security, Cloud Management, Cloud Services, Load Balancing, Service Level Agreement, Infrastructure as Code (IaC), Virtual Machines, Process Analysis
4.7
Rating, 4.7 out of 5 stars
59K reviews
Intermediate · Professional Certificate · 3 - 6 Months