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
Microsoft
Enterprise Product Management Fundamentals
Skills you'll gain: Product Development, New Product Development, Product Management, Product Lifecycle Management, Product Roadmaps, Market Research, Microsoft 365, Product Requirements, Technical Product Management, Cross-Functional Collaboration, Project Management Institute (PMI) Methodology, Product Strategy, Market Analysis, Compliance Management, Competitive Analysis, Enterprise Security, Agile Methodology, Prioritization
4.8
Rating, 4.8 out of 5 stars
28 reviews
Beginner · Course · 1 - 3 Months
Status: New
Board Infinity
Mastering DeepSeek: From Architecture to Application
Skills you'll gain: Deep Learning, Generative AI Agents, Generative AI, Business Process Automation, Large Language Modeling, Application Deployment, Prompt Engineering, Software Development Tools, Software Architecture, Automation, Development Environment, Application Programming Interface (API), Artificial Intelligence, Integration Testing, Systems Architecture, Applied Machine Learning, Unstructured Data, Open Source Technology, Reinforcement Learning, Scalability
Beginner · Course · 1 - 3 Months
Status: New
Scrimba
Intro to Vite
Skills you'll gain: Web Development Tools, TypeScript, Front-End Web Development, JavaScript Frameworks, Build Tools, Development Environment, Application Deployment
Beginner · Course · 1 - 4 Weeks
Status: New
Status: Free Trial
Google
Start Writing Prompts like a Pro
Skills you'll gain: Prompt Engineering, Data Ethics, Generative AI, Artificial Intelligence
4.8
Rating, 4.8 out of 5 stars
231 reviews
Beginner · Course · 1 - 4 Weeks
Status: New
Status: Free Trial
Coursera
Content Creation for TikTok, YouTube, Instagram, Facebook
Skills you'll gain: Instagram, Facebook, Video Production, Social Media Content, Storytelling, Content Creation, Social Media Management, Social Media, Web Analytics and SEO, Content Performance Analysis, Social Media Strategy, Search Engine Optimization, Photography, Branding, Content Strategy, Social Media Campaigns, Drive Engagement, Brand Awareness, Photo/Video Production and Technology, Community Development
Beginner · Professional Certificate · 1 - 3 Months
Status: New
Status: Free Trial
Packt
Building a Strong Business Foundation
Skills you'll gain: Business Modeling, Business Planning, Customer Analysis, User Research, Entrepreneurship, Financial Management, Market Research, Marketing Strategies, Business Development, Target Audience, Business Strategy, Email Marketing, Social Media Marketing, Value Propositions, Search Engine Optimization
Beginner · Course · 1 - 3 Months
Status: New
Status: Free Trial
Google
Google AI Essentials
Skills you'll gain: Prompt Engineering, Generative AI, Workflow Management, Data Ethics, Artificial Intelligence and Machine Learning (AI/ML), Large Language Modeling, Artificial Intelligence, Process Optimization, ChatGPT, Productivity Software, Workforce Development, Strategic Thinking, Security Awareness, Diversity Awareness, Risk Management Framework, Digital Transformation, Innovation, Technical Writing, Emerging Technologies, Machine Learning Software
4.8
Rating, 4.8 out of 5 stars
807 reviews
Beginner · Specialization · 1 - 3 Months
Status: New
Status: Free Trial
Illinois Tech
Building with Code: Programming Fundamentals and Open Source
Skills you'll gain: Open Source Technology, Package and Software Management, Web Development, Linux, Shell Script, Database Design, Relational Databases, Web Applications, Web Development Tools, Test Driven Development (TDD), Python Programming, Linux Administration, Databases, Object Oriented Programming (OOP), Full-Stack Web Development, Application Deployment, Bash (Scripting Language), Scripting Languages, Computer Programming, Development Testing
Build toward a degree
4.6
Rating, 4.6 out of 5 stars
59 reviews
Beginner · Specialization · 3 - 6 Months
Status: New
Status: Free Trial
Meta
Meta React
Skills you'll gain: Jest (JavaScript Testing Framework), React.js, Mobile Development, Web Applications, Event-Driven Programming, JavaScript Frameworks, Application Development, API Design, UI Components, Unit Testing, TypeScript, Javascript, Cascading Style Sheets (CSS), Integration Testing, Development Environment, Hypertext Markup Language (HTML)
4.7
Rating, 4.7 out of 5 stars
3.4K reviews
Intermediate · Specialization · 1 - 3 Months
Status: New
Packt
Shiny for Python Ultimate - Web Development with Python
Skills you'll gain: User Interface (UI), Data Visualization Software, Interactive Data Visualization, UI/UX Strategy, Application Deployment, Web Applications, Data Analysis, Front-End Web Development, Back-End Web Development, Dashboard, Spatial Data Analysis, Web Development, Application Development, Development Environment
Intermediate · Course · 1 - 3 Months
Status: New
Coursera Instructor Network
GenAI for Inside Sales: Crafting Effective Outreach
Skills you'll gain: Inside Sales, Generative AI Agents, AI Personalization, Sales Development, Sales Process, Sales Enablement, Sales Strategy, Prompt Engineering, ChatGPT, Marketing Automation, HubSpot CRM, Personalized Service, Content Performance Analysis, Workflow Management, Customer Engagement, Customer Relationship Management (CRM) Software, Business Process Automation, Campaign Management
Intermediate · Course · 1 - 4 Weeks
Status: New
Macquarie University
AI for Cyber Security
Skills you'll gain: Anomaly Detection, Cyber Threat Hunting, Intrusion Detection and Prevention, Artificial Intelligence and Machine Learning (AI/ML), Cybersecurity, Network Security, Threat Detection, Applied Machine Learning, Malware Protection, Network Analysis, Machine Learning, Machine Learning Algorithms, Supervised Learning
Intermediate · Course · 1 - 3 Months