• For Individuals
  • For Businesses
  • For Universities
  • For Governments
Coursera
  • Online Degrees
  • Careers
  • Log In
  • Join for Free
    Coursera
    • Browse
    • Feature Engineering

    Feature Engineering Courses Online

    Explore feature engineering for improving machine learning models. Learn to create, select, and transform features for model accuracy.

    Skip to search results

    Filter by

    Subject
    Required
     *

    Language
    Required
     *

    The language used throughout the course, in both instruction and assessments.

    Learning Product
    Required
     *

    Level
    Required
     *

    Duration
    Required
     *

    Skills
    Required
     *

    Subtitles
    Required
     *

    Educator
    Required
     *

    Explore the Feature Engineering Course Catalog

    • Status: Free Trial
      Free Trial
      G

      Google Cloud

      Preparing for Google Cloud Certification: Cloud Data Engineer Professional Certificate en Español

      Skills you'll gain: Dataflow, Google Cloud Platform, Data Processing, Data Pipelines, Cloud Engineering, Data Lakes, Systems Design, Big Data, Dashboard, Cloud Infrastructure, Data Visualization, MLOps (Machine Learning Operations), Real Time Data, Data Infrastructure, Data Warehousing, Extract, Transform, Load, Cloud Storage, Applied Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Data Visualization Software

      4.7
      Rating, 4.7 out of 5 stars
      ·
      795 reviews

      Intermediate · Specialization · 3 - 6 Months

    • R

      Rice University

      Natural Attenuation of Groundwater Contaminants: New Paradigms, Technologies, and Applications

      Skills you'll gain: Environmental Monitoring, Environmental Engineering, Water Resources, Geostatistics, Environmental Science, Mathematical Modeling, Laboratory Research, Microbiology, Biology, Chemical Engineering, Chemistry, Hydraulics

      4.8
      Rating, 4.8 out of 5 stars
      ·
      506 reviews

      Advanced · Course · 1 - 3 Months

    • T

      The University of Hong Kong

      Materials in Oral Health

      Skills you'll gain: Medical Imaging, Dentistry, Dental Procedures, Laboratory Testing, X-Ray Computed Tomography, Oral and Dental Care, Radiography, Oral Health, Computer-Aided Design, 3D Modeling, Chemistry

      4.7
      Rating, 4.7 out of 5 stars
      ·
      511 reviews

      Mixed · Course · 1 - 4 Weeks

    • U

      University of Pennsylvania

      Design: Creation of Artifacts in Society

      Skills you'll gain: Peer Review, Prototyping, Architectural Drawing, Conceptual Design, Design, Product Design, Aesthetics, Design Thinking, User Experience Design, Human Centered Design, Needs Assessment, Ideation, Problem Solving

      4.6
      Rating, 4.6 out of 5 stars
      ·
      341 reviews

      Beginner · Course · 1 - 3 Months

    • Status: Free Trial
      Free Trial
      U

      University of Pennsylvania

      ESG and Climate Change

      Skills you'll gain: Environmental Social And Corporate Governance (ESG), Waste Minimization, Corporate Sustainability, Environmental Issue, Insurance, Environmental Resource Management, Product Lifecycle Management, Environmental Regulations, Business Risk Management, Risk Management, Sustainability Reporting

      4.8
      Rating, 4.8 out of 5 stars
      ·
      426 reviews

      Mixed · Course · 1 - 4 Weeks

    • U

      University of Illinois Urbana-Champaign

      VLSI CAD Part II: Layout

      Skills you'll gain: Application Specific Integrated Circuits, Hardware Design, Computer-Aided Design, Electronic Hardware, Systems Design, Computer Architecture, Electrical and Computer Engineering, Engineering Design Process, Semiconductors, Network Routing, Computational Logic, Data Structures, Algorithms, Mathematical Modeling, Calculus

      4.7
      Rating, 4.7 out of 5 stars
      ·
      281 reviews

      Intermediate · Course · 1 - 3 Months

    • G

      Georgia Institute of Technology

      Materials Data Sciences and Informatics

      Skills you'll gain: Dimensionality Reduction, Data Science, Data Mining, Data Integration, Data-Driven Decision-Making, Information Management, Data Processing, Manufacturing Processes, Engineering Analysis, Process Engineering, Big Data, Chemical Engineering, Predictive Modeling, Innovation, Probability & Statistics

      4.5
      Rating, 4.5 out of 5 stars
      ·
      347 reviews

      Intermediate · Course · 1 - 3 Months

    • Status: Free Trial
      Free Trial
      U

      University of Toronto

      Spatial Analysis and Satellite Imagery in a GIS

      Skills you'll gain: Geographic Information Systems, GIS Software, Spatial Analysis, Spatial Data Analysis, Geospatial Mapping, Query Languages, Data Processing, Data Manipulation, Image Analysis, Data Integration

      4.9
      Rating, 4.9 out of 5 stars
      ·
      614 reviews

      Beginner · Course · 1 - 3 Months

    • Status: Free Trial
      Free Trial
      S

      Scrimba

      Prompt Engineering for Web Developers

      Skills you'll gain: Prompt Engineering, Debugging, ChatGPT, Pseudocode, Web Development, Generative AI, Code Review, Artificial Intelligence, Program Development

      4
      Rating, 4 out of 5 stars
      ·
      18 reviews

      Intermediate · Course · 1 - 4 Weeks

    • Status: Free Trial
      Free Trial
      L

      L&T EduTech

      Industry 4.0: PLM, Value Chain, and Smart Factory

      Skills you'll gain: Product Lifecycle Management, Manufacturing and Production, Robotic Process Automation, Manufacturing Operations, Production Process, Lean Manufacturing, Automation, Enterprise Resource Planning, Internet Of Things, Facility Management and Maintenance, Digital Transformation, Real Time Data, Predictive Modeling, Augmented Reality

      4.5
      Rating, 4.5 out of 5 stars
      ·
      13 reviews

      Intermediate · Course · 1 - 4 Weeks

    • Status: Free Trial
      Free Trial
      U

      University of Minnesota

      Lean Software Development

      Skills you'll gain: Design Thinking, Process Mapping, Kanban Principles, User Experience Design, Lean Methodologies, Lean Manufacturing, Agile Software Development, Product Development, Lean Six Sigma, Process Improvement, Software Development, Software Development Methodologies, Continuous Improvement Process, Innovation, Prototyping

      4.6
      Rating, 4.6 out of 5 stars
      ·
      422 reviews

      Beginner · Course · 1 - 4 Weeks

    • Status: Free Trial
      Free Trial
      U

      University of Colorado Boulder

      Active Optical Devices

      Skills you'll gain: Semiconductors, Display Devices, Computer Displays, Systems Design, Electrical Engineering, Technical Design, Electronic Systems, Electronics, Electronics Engineering, Equipment Design, Electronic Components, Technology Solutions, Performance Testing, Physics, Mathematical Modeling, Emerging Technologies, Simulation and Simulation Software

      Build toward a degree

      4
      Rating, 4 out of 5 stars
      ·
      105 reviews

      Advanced · Specialization · 3 - 6 Months

    Feature Engineering learners also search

    Data Engineering
    Computer Engineering
    Big Data
    Big Data Analytics
    Beginner Big Data
    Big Data Projects
    Computer Science
    Advanced Big Data
    1…767778…293

    In summary, here are 10 of our most popular feature engineering courses

    • Preparing for Google Cloud Certification: Cloud Data Engineer Professional Certificate en Español: Google Cloud
    • Natural Attenuation of Groundwater Contaminants: New Paradigms, Technologies, and Applications: Rice University
    • Materials in Oral Health: The University of Hong Kong
    • Design: Creation of Artifacts in Society: University of Pennsylvania
    • ESG and Climate Change: University of Pennsylvania
    • VLSI CAD Part II: Layout: University of Illinois Urbana-Champaign
    • Materials Data Sciences and Informatics: Georgia Institute of Technology
    • Spatial Analysis and Satellite Imagery in a GIS: University of Toronto
    • Prompt Engineering for Web Developers: Scrimba
    • Industry 4.0: PLM, Value Chain, and Smart Factory: L&T EduTech

    Skills you can learn in Machine Learning

    Python Programming (33)
    Tensorflow (32)
    Deep Learning (30)
    Artificial Neural Network (24)
    Big Data (18)
    Statistical Classification (17)
    Reinforcement Learning (13)
    Algebra (10)
    Bayesian (10)
    Linear Algebra (10)
    Linear Regression (9)
    Numpy (9)

    Frequently Asked Questions about 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.‎

    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.‎

    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.‎

    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.‎

    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.‎

    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.‎

    This FAQ content has been made available for informational purposes only. Learners are advised to conduct additional research to ensure that courses and other credentials pursued meet their personal, professional, and financial goals.

    Other topics to explore

    Arts and Humanities
    338 courses
    Business
    1095 courses
    Computer Science
    668 courses
    Data Science
    425 courses
    Information Technology
    145 courses
    Health
    471 courses
    Math and Logic
    70 courses
    Personal Development
    137 courses
    Physical Science and Engineering
    413 courses
    Social Sciences
    401 courses
    Language Learning
    150 courses

    Coursera Footer

    Technical Skills

    • ChatGPT
    • Coding
    • Computer Science
    • Cybersecurity
    • DevOps
    • Ethical Hacking
    • Generative AI
    • Java Programming
    • Python
    • Web Development

    Analytical Skills

    • Artificial Intelligence
    • Big Data
    • Business Analysis
    • Data Analytics
    • Data Science
    • Financial Modeling
    • Machine Learning
    • Microsoft Excel
    • Microsoft Power BI
    • SQL

    Business Skills

    • Accounting
    • Digital Marketing
    • E-commerce
    • Finance
    • Google
    • Graphic Design
    • IBM
    • Marketing
    • Project Management
    • Social Media Marketing

    Career Resources

    • Essential IT Certifications
    • High-Income Skills to Learn
    • How to Get a PMP Certification
    • How to Learn Artificial Intelligence
    • Popular Cybersecurity Certifications
    • Popular Data Analytics Certifications
    • What Does a Data Analyst Do?
    • Career Development Resources
    • Career Aptitude Test
    • Share your Coursera Learning Story

    Coursera

    • About
    • What We Offer
    • Leadership
    • Careers
    • Catalog
    • Coursera Plus
    • Professional Certificates
    • MasterTrack® Certificates
    • Degrees
    • For Enterprise
    • For Government
    • For Campus
    • Become a Partner
    • Social Impact
    • Free Courses
    • ECTS Credit Recommendations

    Community

    • Learners
    • Partners
    • Beta Testers
    • Blog
    • The Coursera Podcast
    • Tech Blog
    • Teaching Center

    More

    • Press
    • Investors
    • Terms
    • Privacy
    • Help
    • Accessibility
    • Contact
    • Articles
    • Directory
    • Affiliates
    • Modern Slavery Statement
    • Manage Cookie Preferences
    Learn Anywhere
    Download on the App Store
    Get it on Google Play
    Logo of Certified B Corporation
    © 2025 Coursera Inc. All rights reserved.
    • Coursera Facebook
    • Coursera Linkedin
    • Coursera Twitter
    • Coursera YouTube
    • Coursera Instagram
    • Coursera TikTok