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
University at Buffalo
Natural Gas
Skills you'll gain: Energy and Utilities, Safety Training, Environmental Regulations, Construction, Environmental Engineering, Process Engineering, Continuous Monitoring, Systems Of Measurement
4.7
Rating, 4.7 out of 5 stars
2.3K reviews
Beginner · Course · 1 - 4 Weeks
Johns Hopkins University
Single Page Web Applications with AngularJS
Skills you'll gain: Angular, JavaScript Frameworks, Unit Testing, Ajax, Cloud Applications, Web Applications, Front-End Web Development, Javascript, Application Programming Interface (API), Model View Controller, Web Services, Software Architecture, Hypertext Markup Language (HTML), UI Components
4.8
Rating, 4.8 out of 5 stars
1.9K reviews
Intermediate · Course · 1 - 3 Months
Status: Free Trial
DeepLearning.AI
TensorFlow: Data and Deployment
Skills you'll gain: Extract, Transform, Load, Data Pipelines, Image Analysis, Data Import/Export, Tensorflow, iOS Development, Application Deployment, Android Development, Data Processing, Computer Vision, MLOps (Machine Learning Operations), Swift Programming, Feature Engineering, Mobile Development, Data Transformation, JSON, Applied Machine Learning, Data Sharing, Javascript, Deep Learning
4.7
Rating, 4.7 out of 5 stars
1.5K reviews
Intermediate · Specialization · 3 - 6 Months
Status: Free Trial
University at Buffalo
Solar Energy for Engineers, Architects and Code Inspectors
Skills you'll gain: Electrical Systems, Building Codes, Construction Inspection, HVAC, Building Design, Basic Electrical Systems, Electrical Safety, Engineering Calculations, Architectural Design, System Requirements, Project Implementation, Energy and Utilities, Architectural Engineering, Land Development, Feasibility Studies, Cost Benefit Analysis, Submittals (Construction), Structural Analysis, Process Analysis, Cost Estimation
4.7
Rating, 4.7 out of 5 stars
1.4K reviews
Beginner · Specialization · 3 - 6 Months
Georgia Institute of Technology
Mechanics of Materials III: Beam Bending
Skills you'll gain: Structural Engineering, Structural Analysis, Mechanical Engineering, Engineering Design Process, Engineering Analysis, Engineering Calculations, Mechanics, Schematic Diagrams, Mathematical Modeling
4.8
Rating, 4.8 out of 5 stars
950 reviews
Intermediate · Course · 1 - 3 Months
Status: Free Trial
Duke University
Java Programming: Arrays, Lists, and Structured Data
Skills you'll gain: Object Oriented Programming (OOP), Data Structures, Java, Software Engineering, Algorithms, Encryption, Programming Principles, Data Analysis, Web Servers, Statistical Methods, File Management, Debugging
4.6
Rating, 4.6 out of 5 stars
3.2K reviews
Beginner · Course · 1 - 3 Months
Status: Free Trial
École Polytechnique Fédérale de Lausanne
Digital Signal Processing 1: Basic Concepts and Algorithms
Skills you'll gain: Digital Communications, Electrical and Computer Engineering, Programming Principles, Engineering Analysis, Electronics, Telecommunications, Advanced Mathematics, Algorithms, Linear Algebra, Time Series Analysis and Forecasting, Mathematical Modeling, Computational Logic, Applied Mathematics
4.5
Rating, 4.5 out of 5 stars
623 reviews
Intermediate · Course · 1 - 4 Weeks
UNSW Sydney (The University of New South Wales)
Mechanics: Motion, Forces, Energy and Gravity, from Particles to Planets
Skills you'll gain: Mechanics, Physics, Experimentation, Engineering Calculations, Applied Mathematics, Physical Science, Systems Of Measurement, Mathematical Modeling, Estimation
4.7
Rating, 4.7 out of 5 stars
1.1K reviews
Beginner · Course · 1 - 3 Months
Status: Free Trial
University at Buffalo
Digital Manufacturing & Design
Skills you'll gain: Digital Transformation, Manufacturing Processes, Manufacturing Operations, Industrial Engineering, Business Transformation, Digital Design, Data-Driven Decision-Making, Product Lifecycle Management, Supply Chain, Market Dynamics, Safety and Security, Workforce Development
4.7
Rating, 4.7 out of 5 stars
3.6K reviews
Beginner · Course · 1 - 4 Weeks
Status: Free Trial
Korea Advanced Institute of Science and Technology(KAIST)
Electrodynamics
Skills you'll gain: Electrical Engineering, Basic Electrical Systems, Electronic Components, Electrical Systems, Differential Equations, Physics, Engineering Analysis, Integral Calculus, Applied Mathematics, Advanced Mathematics, Scientific Visualization, Engineering Calculations, Calculus, Electronic Systems, Mechanics, Electronics, Energy and Utilities, Mathematical Modeling, Linear Algebra
4.7
Rating, 4.7 out of 5 stars
949 reviews
Intermediate · Specialization · 3 - 6 Months
Status: Free Trial
University of Michigan
Building Web Applications in PHP
Skills you'll gain: PHP (Scripting Language), Hypertext Markup Language (HTML), MySQL, Web Applications, Web Development, Secure Coding, Cascading Style Sheets (CSS), Development Environment, Back-End Web Development, Database Development, Web Servers, Debugging, Data Validation
4.7
Rating, 4.7 out of 5 stars
4.3K reviews
Intermediate · Course · 1 - 3 Months
Status: New
Status: Free Trial
Microsoft
Microsoft Python Development
Skills you'll gain: Web Scraping, Data Structures, Git (Version Control System), Generative AI, Version Control, Matplotlib, Plotly, DevOps, Agile Methodology, Web Development, Data Ethics, Flask (Web Framework), Scripting, GitHub, Debugging, Data Cleansing, Data Manipulation, Restful API, Docker (Software), Test Driven Development (TDD)
4.4
Rating, 4.4 out of 5 stars
228 reviews
Beginner · Professional Certificate · 3 - 6 Months