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: Free Trial
Vanderbilt University
Generative AI for Educators & Teachers
Skills you'll gain: Prompt Engineering, Generative AI, ChatGPT, Ideation, Verification And Validation, Data Validation, Creative Problem-Solving, AI Personalization, Data Synthesis, Image Analysis, Data Capture, Innovation, Brainstorming, OpenAI, Game Design, Data Analysis, Organizational Skills, Artificial Intelligence, Risk Management Framework, Education Software and Technology
4.8
Rating, 4.8 out of 5 stars
1.4K reviews
Beginner · Specialization · 1 - 3 Months
École Polytechnique Fédérale de Lausanne
Municipal Solid Waste Management in Developing Countries
Skills you'll gain: Waste Minimization, Environmental Engineering, Pollution Prevention, Environmental Management Systems, Environment and Resource Management, Governance, Environmental Science, Community Development, Environmental Regulations, Environmental Policy
4.8
Rating, 4.8 out of 5 stars
3.4K reviews
Intermediate · Course · 1 - 3 Months
Status: New
Packt
ChatGPT Mastery – Craft Prompts for Optimal Results
Skills you'll gain: Prompt Engineering, ChatGPT, Quick Learning, Overcoming Obstacles, Generative AI, Storytelling, Writing, Ideation, Artificial Intelligence, Javascript
Intermediate · Course · 1 - 3 Months
Status: New
Status: Free Trial
Amazon Web Services
AWS Generative AI Applications
Skills you'll gain: Prompt Engineering, Generative AI, Generative AI Agents, Data Ethics, AWS SageMaker, Amazon Web Services, MLOps (Machine Learning Operations), Application Programming Interface (API), Application Development, Solution Architecture, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Cloud Development, Public Cloud, Data Governance, Large Language Modeling, API Design, Cost Management, Information Privacy, Business Ethics
4.7
Rating, 4.7 out of 5 stars
10 reviews
Beginner · Professional Certificate · 1 - 3 Months
Status: New
Status: Free Trial
IBM
Generative AI for Digital Marketing
Skills you'll gain: Prompt Engineering, Generative AI, ChatGPT, Digital Advertising, Email Marketing, OpenAI, Digital Marketing, Marketing Automation, AI Personalization, Marketing Analytics, Advertising Campaigns, Marketing, Marketing Strategies, Content Creation, Keyword Research, Search Engine Optimization, Large Language Modeling, Artificial Intelligence, Copywriting, Image Analysis
4.7
Rating, 4.7 out of 5 stars
6.7K reviews
Beginner · Specialization · 1 - 3 Months
Status: New
Status: Free Trial
Amazon Web Services
AI Fundamentals and the Cloud
Skills you'll gain: Prompt Engineering, Data Ethics, Amazon Web Services, MLOps (Machine Learning Operations), Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Cloud Development, Public Cloud, Large Language Modeling, Generative AI, Business Ethics, Machine Learning, Application Development
4.7
Rating, 4.7 out of 5 stars
10 reviews
Beginner · Course · 1 - 4 Weeks
Status: New
Status: Free Trial
IBM
Generative AI for Java and Spring Developers
Skills you'll gain: Prompt Engineering, Generative AI, ChatGPT, Large Language Modeling, Restful API, Spring Framework, Data Ethics, Natural Language Processing, OpenAI, Application Deployment, Artificial Intelligence, Software Development Tools, Software Testing, Test Automation, Software Development, DevSecOps, Application Security, CI/CD, Application Programming Interface (API), Java
4.7
Rating, 4.7 out of 5 stars
6.8K reviews
Intermediate · Specialization · 1 - 3 Months
Status: New
Packt
Master ChatGPT & OpenAI APIs – Build AI Tools in Python
Skills you'll gain: Prompt Engineering, ChatGPT, OpenAI, Generative AI, Large Language Modeling, Python Programming, Artificial Intelligence, Technical Communication, Natural Language Processing, Application Programming Interface (API), Application Development, User Interface (UI)
Intermediate · Course · 3 - 6 Months
Status: New
Coursera Instructor Network
Advanced UX Strategies for Product Managers
Skills you'll gain: UI/UX Strategy, User Experience, User Experience Design, Design and Product, Data Storytelling, Experience Design, User Centered Design, Usability Testing, Product Improvement, User Research, Human Centered Design, Design Research, Figma (Design Software), User Feedback, Wireframing, Customer experience improvement, Prioritization
Intermediate · Course · 1 - 4 Weeks
Status: New
Status: Free Trial
LearnKartS
AWS Tools and Services for AI
Skills you'll gain: Prompt Engineering, Large Language Modeling, Generative AI, AWS SageMaker, OpenAI, ChatGPT, Amazon Web Services, Artificial Intelligence and Machine Learning (AI/ML), Predictive Modeling, Artificial Intelligence, Natural Language Processing, Image Analysis
Intermediate · Course · 1 - 4 Weeks
Status: New
Macquarie University
DevSecOps
Skills you'll gain: DevSecOps, Application Security, Secure Coding, MLOps (Machine Learning Operations), Security Engineering, Threat Modeling, Security Testing, Software Architecture, Kubernetes, Cloud Security, CI/CD, Microsoft Azure, Web Applications, Docker (Software), Containerization, Infrastructure as Code (IaC), Machine Learning, Version Control, Dependency Analysis
Beginner · Course · 1 - 3 Months
Status: New
Board Infinity
Generative AI in Marketing
Skills you'll gain: AI Personalization, Generative AI, Marketing Automation, Marketing, Data Ethics, MarTech, ChatGPT, Marketing Strategies, Campaign Management, Email Marketing, Prompt Engineering, Content Creation, Advanced Analytics, Digital Advertising, Predictive Analytics, Artificial Intelligence, Business Ethics, Natural Language Processing, Video Production, Computer Vision
Beginner · Course · 1 - 4 Weeks