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
Coursera Instructor Network
GenAI for Patient Care Coordinators and Case Management
Skills you'll gain: Generative AI Agents, ChatGPT, Generative AI, Patient Coordination, Practice Management Software, Care Coordination, Case Management, Health Technology, Technology Roadmaps, Health Care Administration, Medical History Documentation, Prompt Engineering, Health Information Management and Medical Records, Change Control, Business Process Automation, Automation, Software As A Service
Intermediate · Course · 1 - 4 Weeks
Status: New
Fractal Analytics
Generative AI for HR Professionals
Skills you'll gain: Prompt Engineering, HR Tech, Generative AI Agents, Data Ethics, ChatGPT, Human Resources, Verification And Validation, Ethical Standards And Conduct, Recruitment, Employee Engagement, Talent Acquisition, Diversity and Inclusion, Compliance Management
Intermediate · Course · 1 - 4 Weeks
Status: New
Coursera Instructor Network
GenAI for Account Managers: Personalizing Client Engagement
Skills you'll gain: Account Management, Client Services, AI Personalization, Customer Engagement, Generative AI Agents, Customer Communications Management, Personalized Service, Customer Insights, Prompt Engineering, Communication, ChatGPT, Scalability, HubSpot CRM, Predictive Modeling, Business Process Automation, Business Ethics, Workflow Management, Automation
Intermediate · Course · 1 - 4 Weeks
Status: New
Status: Free Trial
Packt
Foundations of Modern HTML & CSS
Skills you'll gain: HTML and CSS, Cascading Style Sheets (CSS), Responsive Web Design, Web Development Tools, Hypertext Markup Language (HTML), Web Design, Development Environment, Web Design and Development, Web Development, Front-End Web Development, Semantic Web, Web Content Accessibility Guidelines, Typography
Beginner · Course · 1 - 3 Months
Status: New
Packt
Practical Pentesting
Skills you'll gain: Penetration Testing, Cyber Security Assessment, Vulnerability Assessments, Vulnerability Scanning, Cyber Operations, Data Security, Cybersecurity, Test Tools, User Requirements Documents, Authorization (Computing), Technical Documentation, Computing Platforms, Requirements Analysis, Command-Line Interface, Technical Communication
Intermediate · Course · 1 - 3 Months
Status: New
Status: Free Trial
IBM
Introduction to Systems Analysis
Skills you'll gain: Systems Development Life Cycle, Systems Analysis, Requirements Analysis, Business Systems Analysis, Requirements Elicitation, Unified Modeling Language, Agile Methodology, User Requirements Documents, Process Design, Problem Management, Systems Thinking, Business Process, Information Technology, Information Systems
4.6
Rating, 4.6 out of 5 stars
8 reviews
Beginner · Course · 1 - 4 Weeks
Status: New
Status: Free Trial
Amazon Web Services
Bringing Ideas to Life Using AI
Skills you'll gain: Generative AI, Generative AI Agents, Application Programming Interface (API), Application Development, Amazon Web Services, Data Governance, API Design, Cost Management, Artificial Intelligence, Prompt Engineering, Information Privacy, Product Strategy, Innovation, Compliance Management, Data Security
Beginner · Course · 1 - 4 Weeks
Status: New
Status: Free Trial
Simplilearn
CBAP Certification Business Analysis Training
Skills you'll gain: Requirements Management, Solution Design, Business Analysis, Requirements Elicitation, Stakeholder Management, Requirements Analysis, Business Requirements, Systems Analysis, Business Strategy, Business Process, Business Process Management, Business Intelligence, Risk Analysis, Agile Methodology, Performance Measurement
Beginner · Course · 1 - 4 Weeks
Status: New
Packt
Introduction to Programming with C#12 and .NET8
Skills you'll gain: GitHub, Version Control, Object Oriented Programming (OOP), Debugging, Development Environment, C# (Programming Language), Microsoft Visual Studio, Microsoft Development Tools, Computer Programming, Programming Principles, Integrated Development Environments, .NET Framework, Data Structures
Beginner · Course · 3 - 6 Months
Status: New
Status: Free Trial
Microsoft
Full-Stack Developer Capstone Project
Skills you'll gain: ASP.NET, Restful API, Full-Stack Web Development, Performance Tuning, .NET Framework, Application Programming Interface (API), Cloud Development, Data Modeling, Development Environment, Cloud Applications, Software Development Tools, Object-Relational Mapping, Application Deployment, Web Development, Software Development, Cloud Infrastructure, Web Applications, UI Components, Back-End Web Development, Cloud Platforms
Beginner · Course · 1 - 4 Weeks
Status: New
Packt
Introduction to Website Development Technologies
Skills you'll gain: Hypertext Markup Language (HTML), Web Development, Bootstrap (Front-End Framework), Development Environment, Responsive Web Design, Version Control, GitHub, Cascading Style Sheets (CSS), Web Design, Front-End Web Development, Application Deployment, Javascript, Integrated Development Environments, Web Development Tools, Cloud Hosting
Beginner · Course · 1 - 3 Months
Status: New
Simplilearn
Data Analytics Course with Generative AI
Skills you'll gain: Exploratory Data Analysis, Generative AI, Analytics, Advanced Analytics, Business Analytics, Data Analysis, Extract, Transform, Load, Data Integration, Prompt Engineering, Interactive Data Visualization, Data Visualization, Real Time Data, Predictive Analytics, Data-Driven Decision-Making, Data Storytelling, Predictive Modeling, ChatGPT, Forecasting, Data Transformation, Descriptive Analytics
Beginner · Course · 1 - 4 Weeks