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 .

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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
Coursera
Facebook Storytelling: Write Compelling Stories
Skills you'll gain: Writing, Storytelling, Copywriting, Persuasive Communication, Facebook, Content Creation, Social Media Content, Social Media, Drive Engagement, Prompt Engineering, Generative AI Agents
Beginner · Course · 1 - 4 Weeks
Status: New
Google Cloud
Google Cloud에서 생성형 AI를 사용한 웹사이트 현대화
Skills you'll gain: Generative AI, Web Content, Google Cloud Platform, Prompt Engineering, User Experience Design, Image Analysis, Content Management
Beginner · Course · 1 - 4 Weeks
Status: New
Status: Free Trial
University of Colorado Boulder
Object-Oriented Analysis & Design
Skills you'll gain: Object Oriented Design, Unified Modeling Language, JUnit, Object Oriented Programming (OOP), Test Driven Development (TDD), Software Design Patterns, Software Design, Software Engineering, Java, Unit Testing, Software Testing, Software Architecture, Java Programming, User Interface and User Experience (UI/UX) Design, API Design, Model View Controller, Software Development, Systems Analysis, Conceptual Design, Data Modeling
4.4
Rating, 4.4 out of 5 stars
8 reviews
Intermediate · Specialization · 3 - 6 Months
Status: New
Status: Free Trial
Simplilearn
Introduction to Six Sigma Training
Skills you'll gain: Lean Methodologies, Six Sigma Methodology, Lean Manufacturing, Process Improvement, Business Process, Quality Management, Process Mapping, Operational Efficiency, Continuous Improvement Process, Waste Minimization, Key Performance Indicators (KPIs), Root Cause Analysis, Product Development, Risk Analysis
Beginner · 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
Simplilearn
Lean Management and Six Sigma Green Belt Program
Skills you'll gain: Lean Manufacturing, Lean Six Sigma, Lean Methodologies, Process Mapping, Statistical Process Controls, Six Sigma Methodology, Kaizen Methodology, Operational Efficiency, Process Improvement, Performance Measurement, Manufacturing Operations, Business Process, Quality Management, Operational Excellence, Statistical Analysis, Performance Metric, Waste Minimization, Kanban Principles, Process Capability, Continuous Improvement Process
Beginner · Specialization · 1 - 3 Months
Status: New
Google Cloud
Modernización de sitios web con IA generativa en GC
Skills you'll gain: Generative AI, Web Content, Content Management Systems, UI/UX Strategy, User Experience, Web Analytics and SEO, Google Cloud Platform, Web Development
Beginner · Course · 1 - 4 Weeks
Status: New
Google Cloud
在 Google Cloud 上使用生成式 AI 进行网站现代化改造
Skills you'll gain: Generative AI, AI Personalization, Web Content, Web Analytics and SEO, Prompt Engineering, Performance Tuning, Image Analysis, Google Cloud Platform, User Experience Design
Beginner · Course · 1 - 4 Weeks
Status: New
Starweaver
ChatGPT (and other AI) for Product Management & Innovation
Skills you'll gain: Product Management, ChatGPT, Generative AI, User Story, Product Roadmaps, Microsoft Copilot, Product Development, Product Strategy, Prompt Engineering, Market Research, Competitive Analysis, Sprint Planning, Agile Methodology, Business Strategy
Intermediate · Course · 1 - 4 Weeks
Status: New
Google Cloud
Crea apps basadas en IA generativa en Google Cloud
Skills you'll gain: Generative AI, Prompt Engineering, Cloud Applications, Google Cloud Platform, Large Language Modeling, Cloud Development, Application Development, 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