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

Georgia Institute of Technology
Mechanics of Materials I: Fundamentals of Stress & Strain and Axial Loading
Skills you'll gain: Structural Analysis, Mechanical Engineering, Failure Analysis, Engineering Analysis, Mechanics, Engineering Calculations, Civil Engineering, Mathematical Modeling, Laboratory Testing, Engineering Design Process
4.8
Rating, 4.8 out of 5 stars
3.5K reviews
Mixed · Course · 1 - 3 Months
Status: Free Trial
IBM
IBM Back-End Development
Skills you'll gain: Istio, Open Web Application Security Project (OWASP), Software Development Life Cycle, Software Architecture, Linux Commands, Unit Testing, Application Deployment, NoSQL, Kubernetes, Bash (Scripting Language), MongoDB, Shell Script, Django (Web Framework), Object-Relational Mapping, OpenShift, Git (Version Control System), Cloud Applications, Containerization, Jupyter, Grafana
4.6
Rating, 4.6 out of 5 stars
49K reviews
Beginner · Professional Certificate · 3 - 6 Months
Status: New
Status: Free Trial
IBM
IBM Relational Database Administrator
Skills you'll gain: Data Warehousing, Extract, Transform, Load, Apache Airflow, Web Scraping, Linux Commands, Database Design, SQL, Database Administration, MySQL, Data Pipelines, Apache Kafka, Database Management, Bash (Scripting Language), Shell Script, Database Architecture and Administration, Data Transformation, Data Store, IBM DB2, Jupyter, Generative AI
4.6
Rating, 4.6 out of 5 stars
58K reviews
Intermediate · Professional Certificate · 3 - 6 Months
The Hong Kong University of Science and Technology
Slope Engineering
Skills you'll gain: Civil Engineering, Structural Analysis, Failure Analysis, Engineering Analysis, Geographic Information Systems, Risk Control, Geospatial Information and Technology, Mechanics, Augmented and Virtual Reality (AR/VR), Experimentation, Laboratory Experience
4.7
Rating, 4.7 out of 5 stars
51 reviews
Beginner · Course · 1 - 3 Months
Status: Free Trial
Multiple educators
DeepLearning.AI Data Engineering
Skills you'll gain: Apache Airflow, Data Modeling, Data Pipelines, Data Storage, Data Architecture, Data Transformation, Requirements Analysis, Data Processing, Data Warehousing, Query Languages, Apache Hadoop, Extract, Transform, Load, Data Lakes, Amazon Web Services, File Systems, Apache Spark, Database Systems, Data Integration, AWS Kinesis, Infrastructure as Code (IaC)
4.8
Rating, 4.8 out of 5 stars
449 reviews
Intermediate · Professional Certificate · 3 - 6 Months
Georgia Institute of Technology
Applications in Engineering Mechanics
Skills you'll gain: Structural Analysis, Structural Engineering, Engineering Analysis, Mechanical Engineering, Mechanics, Engineering
4.8
Rating, 4.8 out of 5 stars
1.2K reviews
Mixed · Course · 1 - 3 Months
École Polytechnique
Seismology to Earthquake Engineering
Skills you'll gain: Vibrations, Structural Engineering, Structural Analysis, Engineering Analysis, Civil Engineering, Engineering, Engineering Calculations, Mechanics, Risk Control, Simulation and Simulation Software, Mathematical Modeling, Experimentation, Laboratory Testing
4.2
Rating, 4.2 out of 5 stars
36 reviews
Intermediate · Course · 1 - 3 Months
Status: Free Trial
Vanderbilt University
Prompt Engineering for Law
Skills you'll gain: Prompt Engineering, ChatGPT, Generative AI, Productivity, AI Personalization, Law Practice Management Software, OpenAI, Artificial Intelligence, Personalized Service, Large Language Modeling, Legal Writing, Legal Research, Data Ethics, Expense Management, Creative Thinking, Ingenuity, Productivity Software, Legal Support, Brainstorming, Travel Arrangements
4.8
Rating, 4.8 out of 5 stars
6.2K reviews
Beginner · Specialization · 1 - 3 Months
University of California, Davis
Materials Science: 10 Things Every Engineer Should Know
Skills you'll gain: Semiconductors, Engineering, Mechanical Engineering, Failure Analysis, Manufacturing Processes, Structural Analysis, Engineering Analysis, Chemistry, Thermal Management, Electronics Engineering, Physical Science, Electronics
4.7
Rating, 4.7 out of 5 stars
4.5K reviews
Mixed · Course · 1 - 3 Months
Status: Free Trial
IBM
IBM & Darden Digital Strategy
Skills you'll gain: Strategic Thinking, Digital Transformation, Business Strategy, Cloud Computing Architecture, Competitive Analysis, Cloud Services, Large Language Modeling, Artificial Intelligence, Business Transformation, Cloud Security, Cloud Technologies, Cloud Infrastructure, Big Data, Cloud Platforms, Data Analysis, Statistical Analysis, Cloud Hosting, Generative AI, Product Lifecycle Management, Business Technologies
4.7
Rating, 4.7 out of 5 stars
45K reviews
Beginner · Specialization · 3 - 6 Months
Google Cloud
Site Reliability Engineering: Measuring and Managing Reliability
Skills you'll gain: Site Reliability Engineering, Service Level, DevOps, System Monitoring, Continuous Monitoring, Risk Management Framework, Cloud Computing, Software Documentation
4.5
Rating, 4.5 out of 5 stars
938 reviews
Intermediate · Course · 1 - 3 Months
Georgia Institute of Technology
Material Processing
Skills you'll gain: Chemistry, Chemical Engineering, Manufacturing Processes, Mechanical Engineering, Engineering, Process Engineering, Physical Science, Semiconductors
4.8
Rating, 4.8 out of 5 stars
1.1K reviews
Mixed · Course · 1 - 4 Weeks