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
Status: New
Status: Free Trial
IBM
Exploitation and Penetration Testing with Metasploit
Skills you'll gain: Penetration Testing, Network Security, Vulnerability Scanning, Cybersecurity, Vulnerability Assessments, Security Testing, Security Engineering, Cyber Threat Intelligence, Web Applications, USB, Software Installation, Command-Line Interface, System Configuration
Intermediate · Course · 1 - 3 Months
Status: Free Trial
University of California, Santa Cruz
Go and C++: Programming in Two Successor Languages of C
Skills you'll gain: C++ (Programming Language), Go (Programming Language), Data Structures, Object Oriented Programming (OOP), Software Design Patterns, Debugging, Object Oriented Design, Programming Principles, Unit Testing, Algorithms, C (Programming Language), Program Development, Integrated Development Environments, Computer Programming, Software Testing, Computer Science, Graph Theory, File Management, Artificial Intelligence, Integration Testing
4.4
Rating, 4.4 out of 5 stars
2.5K reviews
Intermediate · Specialization · 3 - 6 Months
Status: New
Google Cloud
Como criar apps de IA generativa no Google Cloud
Skills you'll gain: Generative AI, Cloud Applications, Large Language Modeling, Google Cloud Platform, Prompt Engineering, Application Development, Application Deployment, Natural Language Processing, Cloud Computing Architecture, Prototyping, Solution Architecture
Intermediate · Course · 1 - 3 Months
Status: New
Coursera Instructor Network
GenAI for Legal Risk Mitigation: Proactive Case Analysis
Skills you'll gain: Prompt Engineering, Risk Management Framework, Legal Risk, Risk Control, Risk Mitigation, Generative AI, Compliance Management, Governance Risk Management and Compliance, Regulatory Compliance, Legal Strategy, Data Ethics, Law, Regulation, and Compliance, Artificial Intelligence, Ethical Standards And Conduct, Data Analysis
Advanced · Course · 1 - 4 Weeks
Status: New
Knowledge Accelerators
Cybersecurity Awareness Essentials for Employees
Skills you'll gain: Security Awareness, Computer Security Awareness Training, Cybersecurity, Cyber Attacks, Threat Detection, Email Security, Malware Protection, Human Factors (Security)
Beginner · Course · 1 - 4 Weeks
Status: Free Trial
Rice University
Introduction to Data Analysis Using Excel
Skills you'll gain: Microsoft Excel, Pivot Tables And Charts, Graphing, Spreadsheet Software, Excel Formulas, Data Analysis, Histogram, Scatter Plots, Data Visualization Software, Data Manipulation, Data Import/Export
4.7
Rating, 4.7 out of 5 stars
10K reviews
Mixed · Course · 1 - 4 Weeks
Status: New
Coursera Instructor Network
GenAI for Portfolio Managers: Smarter Asset Allocation
Skills you'll gain: Portfolio Management, Asset Management, Investment Management, Generative AI, Investments, Prompt Engineering, Wealth Management, Artificial Intelligence, ChatGPT, Regulatory Compliance, Ethical Standards And Conduct, Risk Management, Risk Analysis, Real Time Data
Intermediate · Course · 1 - 4 Weeks
Status: New
Status: Free Trial
Microsoft
Product Strategy and Roadmapping
Skills you'll gain: Product Roadmaps, Product Strategy, User Story, Agile Product Development, Product Management, Stakeholder Management, Product Requirements, New Product Development, Product Lifecycle Management, Product Development, User Requirements Documents, Project Management, Innovation, Technology Strategies, Change Management, Cloud Platforms, Market Research, Prioritization
Beginner · Course · 1 - 3 Months
Status: New
Status: Free Trial
IBM
Build Multimodal Generative AI Applications
Skills you'll gain: Generative AI, OpenAI, Image Analysis, Application Development, Artificial Intelligence, Prompt Engineering, Natural Language Processing, Web Applications, Computer Vision, Flask (Web Framework)
Intermediate · Course · 1 - 4 Weeks
Status: New
Status: Free Trial
Google
Use AI as a Creative or Expert Partner
Skills you'll gain: Prompt Engineering, Generative AI Agents, ChatGPT, AI Personalization, Generative AI, Artificial Intelligence, Simulations
4.8
Rating, 4.8 out of 5 stars
91 reviews
Beginner · Course · 1 - 4 Weeks
Status: New
Status: Free Trial
Vanderbilt University
AI Agent Architecture in Java with Generative AI
Skills you'll gain: Java, Agentic systems, OpenAI, Generative AI, Prompt Engineering, ChatGPT, Artificial Intelligence, Large Language Modeling, Secure Coding, Business Logic, Software Design Documents, Collaborative Software, Persona Development
Intermediate · Course · 1 - 3 Months