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
Status: AI skills
IBM
IBM Data Engineering
Skills you'll gain: NoSQL, Data Warehousing, SQL, Apache Hadoop, Extract, Transform, Load, Apache Airflow, Web Scraping, Linux Commands, Database Design, IBM Cognos Analytics, MySQL, Apache Spark, Data Pipelines, Apache Kafka, Database Management, Bash (Scripting Language), Data Store, Jupyter, Generative AI, Professional Networking
Build toward a degree
4.6
Rating, 4.6 out of 5 stars
59K reviews
Beginner · Professional Certificate · 3 - 6 Months
Status: Free Trial
University of Colorado Boulder
Power Electronics
Skills you'll gain: Power Electronics, Control Systems, Semiconductors, Electronic Systems, Electrical Engineering, Electronic Components, Basic Electrical Systems, Electric Power Systems, Electrical Power, Systems Analysis, Electronics, Simulations, Engineering Analysis, Mathematical Modeling, Systems Design, Plot (Graphics), Technical Design, Engineering Design Process, Engineering Calculations, Matlab
Build toward a degree
4.7
Rating, 4.7 out of 5 stars
4.2K reviews
Intermediate · Specialization · 3 - 6 Months
Status: Free Trial
Meta
Meta Database Engineer
Skills you'll gain: MySQL, Database Design, Version Control, Database Management Systems, Database Management, MySQL Workbench, Extract, Transform, Load, Data Modeling, Data Structures, SQL, Unix Commands, Relational Databases, Databases, Git (Version Control System), Database Systems, Stored Procedure, Object Oriented Programming (OOP), Unit Testing, Algorithms, Django (Web Framework)
4.6
Rating, 4.6 out of 5 stars
7.1K reviews
Beginner · Professional Certificate · 3 - 6 Months
Status: Free Trial
Vanderbilt University
Prompt Engineering for Educators
Skills you'll gain: Prompt Engineering, ChatGPT, Productivity, Creative Problem-Solving, Generative AI, AI Personalization, Data Synthesis, Image Analysis, Data Capture, Artificial Intelligence, Innovation, Brainstorming, OpenAI, Large Language Modeling, Game Design, Data Analysis, Organizational Skills, Education Software and Technology, Computer Vision, Data Storytelling
4.8
Rating, 4.8 out of 5 stars
6.5K reviews
Beginner · Specialization · 1 - 3 Months
Status: Free Trial
Scrimba
AI Engineering
Skills you'll gain: Prompt Engineering, Image Analysis, OpenAI, Cloud Applications, Generative AI, Application Deployment, API Gateway, Cloud Hosting, Generative AI Agents, ChatGPT, Cloud Security, User Interface (UI), Data Ethics, Application Programming Interface (API), Development Environment, Open Source Technology, Performance Testing, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, JavaScript Frameworks
4.7
Rating, 4.7 out of 5 stars
171 reviews
Intermediate · Specialization · 3 - 6 Months
Status: Free Trial
Google
Google IT Automation with Python
Skills you'll gain: Git (Version Control System), GitHub, Version Control, Cloud Services, Debugging, Puppet (Configuration Management Tool), Infrastructure as Code (IaC), Bash (Scripting Language), Configuration Management, Professional Networking, CI/CD, Cloud Computing, Technical Communication, Docker (Software), Unit Testing, Containerization, Web Services, Interviewing Skills, Python Programming, Programming Principles
4.7
Rating, 4.7 out of 5 stars
48K reviews
Advanced · Professional Certificate · 3 - 6 Months
Google Cloud
Feature Engineering - Italiano
Skills you'll gain: Feature Engineering, Tensorflow, MLOps (Machine Learning Operations), Data Processing, Keras (Neural Network Library), Data Pipelines, Data Transformation, Machine Learning, Data Modeling, Statistical Methods
Intermediate · Course · 1 - 3 Months
Status: Free Trial
The Hong Kong University of Science and Technology
Software Engineering
Skills you'll gain: Software Design Patterns, Requirements Analysis, Software Architecture, Acceptance Testing, Software Development Methodologies, Unified Modeling Language, Software Development Life Cycle, Configuration Management, Software Quality Assurance, Debugging, Software Design, Process Driven Development, Software Engineering, Quality Assurance, Software Testing, Object Oriented Design, Functional Requirement, Systems Analysis, Data Modeling, Object Oriented Programming (OOP)
4.6
Rating, 4.6 out of 5 stars
509 reviews
Intermediate · Specialization · 3 - 6 Months
DeepLearning.AI
AI For Everyone
Skills you'll gain: Data Ethics, Market Opportunities, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Team Building, Machine Learning, Strategic Thinking, Data Science, Needs Assessment, Deep Learning, Business Ethics, Artificial Neural Networks, Engineering Management
4.8
Rating, 4.8 out of 5 stars
48K reviews
Beginner · Course · 1 - 4 Weeks
Status: Free Trial
Google Cloud
Feature Engineering en Français
Skills you'll gain: Feature Engineering, Dataflow, Tensorflow, Data Processing, Data Transformation, Keras (Neural Network Library), Applied Machine Learning, Machine Learning, Data Modeling, Statistical Methods
Intermediate · Course · 1 - 3 Months
Google Cloud
Feature Engineering - 한국어
Skills you'll gain: Feature Engineering, Dataflow, Tensorflow, Data Processing, Keras (Neural Network Library), Applied Machine Learning, Data Transformation, Data Wrangling, Machine Learning, Real Time Data, Scalability
Intermediate · Course · 1 - 3 Months
Status: Free Trial
Google Cloud
Feature Engineering 日本語版
Skills you'll gain: Feature Engineering, Dataflow, Tensorflow, Data Processing, Data Store, Data Transformation, Keras (Neural Network Library), Statistical Machine Learning, Applied Machine Learning, Machine Learning, Google Cloud Platform, Data Modeling
4.5
Rating, 4.5 out of 5 stars
10 reviews
Intermediate · Course · 1 - 3 Months