Skip to content
CourseAsk.

15 Best Feature Engineering Courses on Coursera

Feature engineering is the process of preparing raw data so that machine learning models can use it effectively. It involves selecting, transforming, and creating variables that capture the underlying patterns in a dataset. On this page you will find a selection of Coursera courses that cover the fundamentals of feature engineering, data preparation, and related topics such as SQL for data science and rapid prototyping with cloud tools.

The courses are listed in our own ranking and vary in focus, provider, and price. Prices range from $49.00 to $99.00, and each course is offered by a recognised institution or company, including IBM, Google, the University of California, Davis and others. Choose a course that matches your current skill level and the specific tools or platforms you plan to work with.

Courses compared
15
Price range
$49.00 – $99.00
Providers
Coursera
Last updated
18 Sep 2026
How these 15 courses were chosen

Every course below is a real, currently listed course from Coursera, matched to "feature engineering" by our catalog and ordered by our CourseAsk score. Courses whose own title names the topic rank above those only tagged with it.

The grade on each entry scores how much the provider publishes about the course before you pay — the length and detail of the description, whether it lists learning outcomes and objectives — and whether a named university or institution stands behind it. A is fully documented and institution-backed; E is little more than a title and a price. Courses with almost nothing published are left ungraded rather than marked down, because an unknown course and a poor one are not the same thing.

There are no star ratings on this page — the course feeds we license do not include them, and we would rather leave a column out than fill it with a number we cannot stand behind. What we do have is price: these range from $49.00 to $99.00, as listed by the provider when we last updated the page.

  1. 1
    Coursera MOOC / Non-credit Grade B Lowest price here

    Mastering Tabular ML: Feature Engineering to Production

    Offered by Board Infinity

    Master the art and science of building high-performance models for tabular data—the most common data format in industry—through one cohesive, real-world project: a Dynamic Pricing Engine for a ride-hailing platform that...

    $49.00
    listed price
  2. 2
    Coursera MOOC / Non-credit Grade C

    Feature Engineering - Italiano

    Offered by Google Cloud

    Questo corso illustra i vantaggi dell'utilizzo di Vertex AI Feature Store, come migliorare l'accuratezza dei modelli di ML e come trovare le colonne di dati che forniscono le caratteristiche più utili. Il corso include i...

    $49.00
    listed price
  3. 3
    Coursera MOOC / Non-credit Grade A University-backed

    Machine Learning Rapid Prototyping with IBM Watson Studio

    Offered by IBM

    An emerging trend in AI is the availability of technologies in which automation is used to select a best-fit model, perform feature engineering and improve model performance via hyperparameter optimization. This automati...

    $49.00
    listed price
  4. 4
    Coursera Certificate Grade A University-backed

    Generative AI for Data Scientists

    Offered by IBM

    Generative AI knowledge is now an essential data science skill. According to Gartner, "By 2026, 20% of top data science teams will have rebranded as Cognitive Science or Science consultancies, increasing diversity in sta...

    $49.00
    listed price
  5. 5
    Coursera Certificate Grade A University-backed

    The Nuts and Bolts of Machine Learning

    Offered by Google

    This is the fifth course in the Google Advanced Data Analytics Certificate. In this course, you’ll learn about machine learning, which uses algorithms and statistics to teach computer systems to discover patterns in data...

    $49.00
    listed price
  6. 6
    Coursera MOOC / Non-credit Grade A University-backed

    Data Prep for Machine Learning in Python

    Offered by Corporate Finance Institute

    Machine learning models rely on good data to produce meaningful insights. For that reason, data prep is one of the most critical skills for machine learning. In this course, you’ll learn how to import and clean data befo...

    $49.00
    listed price
  7. 7
    Coursera MOOC / Non-credit Grade A University-backed

    Data for Machine Learning

    Offered by Alberta Machine Intelligence Institute

    This course is all about data and how it is critical to the success of your applied machine learning model. Completing this course will give learners the skills to: Understand the critical elements of data in the learnin...

    $99.00
    listed price
  8. 8
    Coursera MOOC / Non-credit Grade A University-backed

    Learn SQL Basics for Data Science

    Offered by University of California, Davis

    This Specialization is intended for a learner with no previous coding experience seeking to develop SQL query fluency. Through four progressively more difficult SQL projects with data science applications, you will cover...

    $49.00
    listed price
  9. 9
    Coursera MOOC / Non-credit Grade B

    Complete Visual Guide to Machine Learning

    Offered by Maven Analytics

    This course is for everyday people looking for an intuitive, beginner-friendly introduction to the world of machine learning and data science. Instead of memorizing complex math or writing code, we'll use simple, visual...

    $49.00
    listed price
  10. 10
    Coursera MOOC / Non-credit Grade B

    Python: Master House Price Prediction with Linear Regression

    Offered by EDUCBA

    Master the complete workflow of house price prediction with linear regression in Python through a practical, project-based learning experience. In this course, you will learn how to prepare housing datasets, apply data p...

    $49.00
    listed price
  11. 11
    Coursera MOOC / Non-credit Grade B

    Fundamentals of Data Science in Healthcare

    Offered by SkillUp

    Build the data science foundation healthcare demands! Learn how to transform raw clinical data into reliable, analysis-ready datasets across real healthcare systems. This course equips you with the foundational data scie...

    $49.00
    listed price
  12. 12
    Coursera Certificate Grade B

    Data Engineering for AI and ML Pipelines

    Offered by Edureka

    Data Engineering for AI and ML Pipelines equips you with the skills to build the data infrastructure that powers modern machine learning systems on Databricks. Across three courses, you will progress from foundational da...

    $49.00
    listed price
  13. 13
    Coursera MOOC / Non-credit Grade B

    Machine Learning with Python: Case Studies

    Offered by EDUCBA

    Build practical machine learning skills with Python through projects based on real-world datasets. You’ll begin by setting up your environment and applying linear, polynomial, robust, and logistic regression to model rel...

    $49.00
    listed price
  14. 14
    Coursera MOOC / Non-credit Grade B

    Develop a Movie Recommendation Engine

    Offered by EDUCBA

    Learn how to design, build, and evaluate a movie recommendation system using Python and real-world movie data. In this hands-on course, you'll explore how recommender systems power popular digital platforms by creating b...

    $49.00
    listed price
  15. 15
    Coursera Certificate Grade B

    Apply R for Predictive Analytics and Machine Learning

    Offered by EDUCBA

    This Specialization equips learners with practical, job-ready skills in predictive analytics and machine learning using R. Beginning with statistical modeling and data visualization, learners progressively build expertis...

    $49.00
    listed price

Best Feature Engineering Courses on Coursera compared

# Course Provider Offered by Price
1 Mastering Tabular ML: Feature Engineering to Production Coursera Board Infinity $49.00 View →
2 Feature Engineering - Italiano Coursera Google Cloud $49.00 View →
3 Machine Learning Rapid Prototyping with IBM Watson Studio Coursera IBM $49.00 View →
4 Generative AI for Data Scientists Coursera IBM $49.00 View →
5 The Nuts and Bolts of Machine Learning Coursera Google $49.00 View →
6 Data Prep for Machine Learning in Python Coursera Corporate Finance Institute $49.00 View →
7 Data for Machine Learning Coursera Alberta Machine Intelligence Institute $99.00 View →
8 Learn SQL Basics for Data Science Coursera University of California, Davis $49.00 View →
9 Complete Visual Guide to Machine Learning Coursera Maven Analytics $49.00 View →
10 Python: Master House Price Prediction with Linear Regression Coursera EDUCBA $49.00 View →
11 Fundamentals of Data Science in Healthcare Coursera SkillUp $49.00 View →
12 Data Engineering for AI and ML Pipelines Coursera Edureka $49.00 View →
13 Machine Learning with Python: Case Studies Coursera EDUCBA $49.00 View →
14 Develop a Movie Recommendation Engine Coursera EDUCBA $49.00 View →
15 Apply R for Predictive Analytics and Machine Learning Coursera EDUCBA $49.00 View →

Prices shown are the provider's listed price when we last updated this page. Confirm on their site before enrolling.

What the prices here tell you

The 15 priced courses on this page run from $49.00 to $99.00, with the middle of the range around $49.00 — a spread of $50.00. The options are closely priced, so cost is unlikely to be your deciding factor. A higher price on this page usually reflects who is behind the course rather than how much material it contains, so it is worth opening two or three at different price points and comparing their syllabus before deciding.

Who is behind these courses

These courses come from Coursera. Everything on this page is sold on the one platform, so the buying experience is the same whichever you pick. 5 of these are produced by a named university or institution, including IBM, Google and Corporate Finance Institute — which usually means a fixed syllabus and a recognised certificate, rather than an individual instructor’s own course.

Before you enrol

Open the provider’s own page and check three things this comparison cannot tell you: when the course was last updated, what the syllabus actually covers in its later sections, and what recent learners say. Prices shown here are the provider’s listed price when we last rebuilt this page on 18 September 2026 — they change often, and a promotion can move them substantially. We earn a commission if you enrol through our links, which costs you nothing and never affects the order courses appear in.

Frequently asked questions

What background do I need to start a feature engineering course?
Most of the courses assume a basic understanding of programming, typically in Python, and familiarity with core data science concepts. Beginners may prefer the introductory options that also cover SQL basics or data preparation in Python.
How do the courses differ in terms of content?
Some courses focus on the practical workflow of turning tabular data into production‑ready features, while others teach specific tools such as IBM Watson Studio or Google's machine learning platform. There are also broader surveys of machine learning fundamentals and visual guides.
Are the courses suitable for learners interested in specific industries?
Yes. For example, the Italian‑language course may suit speakers of that language, and the house price prediction course provides a concrete real‑estate example. Courses offered by IBM or Google often include case studies relevant to cloud‑based analytics.
What is the price range for these courses and does it include any additional fees?
All courses are priced between $49.00 and $99.00 as listed by Coursera at the time of writing. The price shown is the provider’s listed price and does not include any optional certification or subscription fees that Coursera may offer.

Keep looking