Lead the GenAI revolution by learning AI fairness principles. Future-proof your skills with Python, ensuring fair algorithms for structural and textual data to create unbiased user experiences.
Join 2.7 million developers at
Overview
Content
Reviews
Related
In this course, you will learn the basic concepts of AI fairness as part of the broader concept of Responsible AI. As AI’s role in our daily lives increases, ensuring algorithms are fair for everyone is becoming increasingly important.
You will use Python with various types of models, starting from simple regression up to transformers. You will learn what AI fairness is, how to measure if a model is fair, and, most importantly, how to fix biased systems. You’ll cover both structural (tabular) and textual data.
After completing this course, you will be able to identify areas where fairness is a concern and plan a strategy for ensuring an unbiased user experience. This strategy will start with identifying bias sources by measuring the problem is seriousness and then implementing remedies. This will help you create better models, especially in areas where your actions significantly impact human lives.
In this course, you will learn the basic concepts of AI fairness as part of the broader concept of Responsible AI. As AI’s role ...Show More
WHAT YOU'LL LEARN
An understanding of the role and importance of AI fairness
Hands-on experience measuring fairness
Working knowledge of debiasing various types of models
The ability to build fair models for structured and textual data
An understanding of the role and importance of AI fairness
Show more
TAKEAWAY SKILLS
Data Science
Machine Learning
Content
34 Lessons3 Projects14 Quizzes1 Assessment
1.
Introduction to AI Fairness
3 Lessons
Get familiar with AI fairness, its importance, real-life implications, and regulatory guidelines.
Showcase your accomplishment by sharing your certificate of completion.
Developed by MAANG Engineers
Every Educative resource is designed by our team of ex-MAANG software engineers and PhD computer science educators — subject matter experts who’ve shipped production code at scale and taught the theory behind it. The goal is to get you hands-on with the skills you need to stay ahead in today's constantly evolving tech landscape. No videos, no fluff — just interactive, project-based learning with personalized feedback that adapts to your goals and experience.
Trusted by 2.7 million developers working at companies
"These are high-quality courses. Trust me. I own around 10 and the price is worth it for the content quality. EducativeInc came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks"
Anthony Walker
@_webarchitect_
"Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!"
Evan Dunbar
ML Engineer
"You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it."
Carlos Matias La Borde
Software Developer
"I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site"
Souvik Kundu
Front-end Developer
"Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content."
Vinay Krishnaiah
Software Developer
"I've tried probably 5-7 different sites and Educative is easily the best. It perfectly blends explanation with interactivity"
Eric Downs
Musician/Entrepeneur
Hands-on Learning Powered by AI
See how Educative uses AI to make your learning more immersive than ever before.
Instant Code Feedback
Evaluate and debug your code with the click of a button. Get real-time feedback on test cases, including time and space complexity of your solutions.
At various checkpoints throughout Educative courses, you will be prompted to take a quick assessment. Receive a condensed curriculum tailored to your strengths and skill gaps.
Explain with AI
Select any text within any Educative course, and get an instant explanation — without ever leaving your browser.
AI Code Mentor
AI Code Mentor helps you quickly identify errors in your code, learn from your mistakes, and nudge you in the right direction — just like a 1:1 tutor!