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

Meta
Meta Front-End Developer
Skills you'll gain: Jest (JavaScript Testing Framework), Version Control, User Research, UI/UX Research, Usability Testing, Responsive Web Design, Cascading Style Sheets (CSS), Data Structures, Unix Commands, HTML and CSS, Git (Version Control System), Persona (User Experience), GitHub, Interaction Design, Bootstrap (Front-End Framework), React.js, Mobile Development, Front-End Web Development, Algorithms, Web Development Tools
Build toward a degree
4.7
Rating, 4.7 out of 5 stars
22K reviews
Beginner · Professional Certificate · 3 - 6 Months
Northwestern University
Modern Robotics: Mechanics, Planning, and Control
Skills you'll gain: Machine Controls, Mathematical Modeling, Engineering Calculations, Engineering, Mechanics, Mechanical Engineering, Artificial Intelligence, Embedded Software, Engineering Analysis, Automation, Numerical Analysis, Manufacturing and Production, Process Control, Simulation and Simulation Software, Virtual Environment, Graph Theory, Torque (Physics), Algorithms, Simulations, Matlab
4.7
Rating, 4.7 out of 5 stars
1.1K reviews
Intermediate · Specialization · 3 - 6 Months
IBM
IBM DevOps and Software Engineering
Skills you'll gain: CI/CD, Istio, Open Web Application Security Project (OWASP), Continuous Integration, Software Development Life Cycle, Linux Commands, Agile Software Development, Unit Testing, Cloud Computing Architecture, Application Deployment, Test Driven Development (TDD), Gherkin (Scripting Language), Jenkins, Kubernetes, Bash (Scripting Language), Cloud Services, Git (Version Control System), DevOps, Jupyter, Grafana
Build toward a degree
4.6
Rating, 4.6 out of 5 stars
59K reviews
Beginner · Professional Certificate · 3 - 6 Months
Columbia University
Construction Management
Skills you'll gain: Project Schedules, Construction Management, Construction Estimating, Project Finance, Cost Estimation, Bidding, Building Information Modeling, Scheduling, Cost Control, Environment Health And Safety, Risk Management, Project Closure, Lean Methodologies, Project Controls, Timelines, Real Estate, Cash Flows, Business Transformation, Innovation, Architecture and Construction
4.7
Rating, 4.7 out of 5 stars
9.2K reviews
Beginner · Specialization · 3 - 6 Months
University of Virginia Darden School Foundation
IBM & Darden Digital Strategy
Skills you'll gain: Strategic Thinking, Digital Transformation, Business Strategy, Cloud Computing Architecture, Competitive Analysis, Cloud Services, Business Transformation, Cloud Security, Cloud Infrastructure, Big Data, Cloud Platforms, Data Analysis, Statistical Analysis, Cloud Computing, Artificial Intelligence, Generative AI, Data Ethics, Apache Hadoop, Product Lifecycle Management, Business Technologies
4.7
Rating, 4.7 out of 5 stars
44K reviews
Beginner · Specialization · 3 - 6 Months
Status: New AI skills
Google
Google Digital Marketing & E-commerce
Skills you'll gain: Media Planning, Search Engine Marketing, Email Marketing, Data Storytelling, Social Media Strategy, Search Engine Optimization, Social Media, Social Media Marketing, Content Creation, Order Fulfillment, A/B Testing, Target Audience, Digital Marketing, E-Commerce, Loyalty Programs, Social Media Management, Customer Retention, Persona Development, Performance Measurement, Marketing Automation
Build toward a degree
4.8
Rating, 4.8 out of 5 stars
38K reviews
Beginner · Professional Certificate · 3 - 6 Months
IBM
Introduction to Software Engineering
Skills you'll gain: Software Development Life Cycle, Development Environment, Software Engineering, Software Architecture, Software Design, Programming Principles, Unified Modeling Language, Agile Methodology, Software Development, Scrum (Software Development), Web Development, Cloud Development, Integrated Development Environments, Application Development, Back-End Web Development, Front-End Web Development, Computer Programming, Python Programming
4.7
Rating, 4.7 out of 5 stars
3.1K reviews
Beginner · Course · 1 - 3 Months
Google Cloud
Feature Engineering - 한국어
Skills you'll gain: Feature Engineering, Dataflow, Tensorflow, Data Processing, Data Pipelines, Keras (Neural Network Library), Applied Machine Learning, Data Transformation, Data Modeling, Machine Learning, Deep Learning
Intermediate · Course · 1 - 3 Months
Google Cloud
Feature Engineering en Français
Skills you'll gain: Feature Engineering, Dataflow, Tensorflow, Data Processing, Data Transformation, Keras (Neural Network Library), Machine Learning, Data Modeling, Deep Learning, Statistical Methods
Intermediate · Course · 1 - 3 Months
Status: AI skills
IBM
IBM Full Stack Software Developer
Skills you'll gain: Istio, Node.JS, Software Development Life Cycle, Unit Testing, Object-Relational Mapping, Cloud Computing Architecture, Server Side, Application Deployment, React Redux, Kubernetes, Cloud Services, OpenShift, Git (Version Control System), Cloud Applications, Full-Stack Web Development, HTML and CSS, Cloud Computing, Jupyter, Generative AI, Interviewing Skills
Build toward a degree
4.6
Rating, 4.6 out of 5 stars
54K reviews
Beginner · Professional Certificate · 3 - 6 Months
IBM
Generative AI for Data Scientists
Skills you'll gain: ChatGPT, Generative AI, Exploratory Data Analysis, Data Ethics, OpenAI, Feature Engineering, Predictive Modeling, Artificial Intelligence, IBM Cloud, Data Storytelling, Data Modeling, Artificial Intelligence and Machine Learning (AI/ML), Predictive Analytics, Data Science, Data Analysis, Data Transformation, Data Visualization Software, Software Development Tools, Image Analysis, Technical Communication
4.7
Rating, 4.7 out of 5 stars
5.8K reviews
Intermediate · Specialization · 1 - 3 Months
IBM
IBM Back-End Development
Skills you'll gain: Istio, Open Web Application Security Project (OWASP), Software Development Life Cycle, Linux Commands, Unit Testing, Object-Relational Mapping, Application Deployment, NoSQL, Kubernetes, Bash (Scripting Language), MongoDB, Shell Script, OpenShift, Git (Version Control System), Cloud Applications, Containerization, GitHub, Serverless Computing, Jupyter, Grafana
4.6
Rating, 4.6 out of 5 stars
48K reviews
Beginner · Professional Certificate · 3 - 6 Months