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

Siemens
Introduction to Model-Based Systems Engineering
Skills you'll gain: Systems Development Life Cycle, Unified Modeling Language, Systems Engineering, Systems Design, Software Systems, Systems Architecture, Systems Analysis, Systems Integration, Simulations, Solution Architecture, Requirements Analysis, Verification And Validation
4.2
Rating, 4.2 out of 5 stars
60 reviews
Beginner · 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
204 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
Status: New
Simplilearn
Advanced Prompt Engineering Course
Skills you'll gain: Prompt Engineering, Generative AI, Large Language Modeling, OpenAI, Data Synthesis
Beginner · Course · 1 - 4 Weeks
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), Microservices, Virtual Machines, Service Level
4.7
Rating, 4.7 out of 5 stars
58K reviews
Intermediate · Specialization · 3 - 6 Months
Technical University of Denmark (DTU)
Global Environmental Management
Skills you'll gain: Water Resources, Energy and Utilities, Environmental Engineering, Natural Resource Management, Civil Engineering, Environment, Environmental Management Systems, Public Works, Land Management, Environmental Resource Management, Environmental Science, Cultural Responsiveness, Waste Minimization
4.7
Rating, 4.7 out of 5 stars
2.2K reviews
Intermediate · Course · 1 - 3 Months
Status: Free Trial
Google Cloud
Preparing for Google Cloud Certification: Cloud DevOps Engineer
Skills you'll gain: Site Reliability Engineering, Kubernetes, Application Performance Management, Google Cloud Platform, Cloud Infrastructure, System Monitoring, Prompt Engineering, Application Deployment, Identity and Access Management, DevOps, CI/CD, Containerization, Cloud Storage, Cloud Security, Cloud Services, Cloud Management, Service Level Agreement, Safety Culture, Event Monitoring, Culture Transformation
4.7
Rating, 4.7 out of 5 stars
54K reviews
Beginner · Professional Certificate · 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), Microservices, Process Analysis
4.7
Rating, 4.7 out of 5 stars
59K reviews
Intermediate · Professional Certificate · 3 - 6 Months
Status: Free Trial
Duke University
Python, Bash and SQL Essentials for Data Engineering
Skills you'll gain: Pandas (Python Package), Bash (Scripting Language), Version Control, Jupyter, Linux Commands, Git (Version Control System), Shell Script, Linux, Web Scraping, Linux Administration, Data Manipulation, MySQL, Microservices, AWS SageMaker, SQL, JSON, Scripting, Cloud Engineering, Command-Line Interface, Development Environment
4.5
Rating, 4.5 out of 5 stars
430 reviews
Beginner · Specialization · 3 - 6 Months
Status: Free Trial
IBM
IBM Business Intelligence (BI) Analyst
Skills you'll gain: Dashboard, Data Storytelling, Data Warehousing, SQL, Database Design, MySQL, Presentations, Descriptive Statistics, Extract, Transform, Load, Business Intelligence, IBM DB2, Tableau Software, Relational Databases, Star Schema, Data Visualization Software, Interactive Data Visualization, Regression Analysis, Data-Driven Decision-Making, Excel Formulas, Microsoft Excel
4.7
Rating, 4.7 out of 5 stars
14K reviews
Beginner · Professional Certificate · 3 - 6 Months
Status: Free Trial
University of Virginia
Leading the Modern Day Business
Skills you'll gain: Design Thinking, Digital Transformation, Creative Problem-Solving, New Product Development, Ideation, Business Transformation, Product Management, Innovation, Creativity, Product Lifecycle Management, Strategic Thinking, Product Improvement, Market Opportunities, Technology Strategies, Information Technology, Customer Insights, Corporate Strategy, Business Strategy, Process Design, Large Language Modeling
4.7
Rating, 4.7 out of 5 stars
20K reviews
Beginner · Specialization · 3 - 6 Months
Status: Free Trial
University of California, Irvine
An Introduction to Programming the Internet of Things (IOT)
Skills you'll gain: Test Planning, Embedded Systems, Linux, Internet Of Things, Embedded Software, Functional Requirement, Debugging, General Networking, Hardware Design, Systems Design, Operating Systems, Requirements Analysis, Electronic Hardware, System Design and Implementation, C (Programming Language), Basic Electrical Systems, Application Programming Interface (API), TCP/IP, Wireless Networks, Integrated Development Environments
4.7
Rating, 4.7 out of 5 stars
20K reviews
Beginner · Specialization · 3 - 6 Months