Ce cours présente le concept d'IA responsable et les principes associés. Il met en avant des techniques permettant d'identifier des données équitables ou biaisées, et de limiter les biais lors de l'utilisation de l'IA/du ML. Vous découvrirez des méthodes pratiques et des outils pour mettre en place de bonnes pratiques d'IA responsable à l'aide des produits Google Cloud et des outils Open Source.
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Responsible AI for Developers: Fairness & Bias - Français
What you'll learn
Définir l'IA responsable
Identifier les principes de Google concernant l'IA
Décrire l'équité et le biais dans l'IA
Expliquer comment identifier et limiter les biais grâce aux données et à la modélisation
Details to know
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July 2024
2 assignments
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Share it on social media and in your performance review
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There are 5 modules in this course
Ce module présente la structure du cours et ses objectifs.
What's included
1 video
Ce module présente l'IA responsable à l'aide des principes de Google concernant l'IA responsable et des sujets qui en découlent. Il contient également des études de cas sur l'IA responsable dans le cadre des produits Google.
What's included
4 videos1 assignment
Ce module se concentre sur l'équité de l'IA et sur ses biais. Il fournit des techniques et outils différents afin d'identifier et de limiter les biais grâce aux données et à la modélisation.
What's included
9 videos1 assignment1 app item
Ce module propose une synthèse du cours articulée autour des concepts, technologies et outils les plus importants.
What's included
1 video1 reading
Le PDF destiné aux participants contient les liens vers tous les modules.
What's included
4 readings
Instructor
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Frequently asked questions
Yes, you can preview the first video and view the syllabus before you enroll. You must purchase the course to access content not included in the preview.
If you decide to enroll in the course before the session start date, you will have access to all of the lecture videos and readings for the course. You’ll be able to submit assignments once the session starts.
Once you enroll and your session begins, you will have access to all videos and other resources, including reading items and the course discussion forum. You’ll be able to view and submit practice assessments, and complete required graded assignments to earn a grade and a Course Certificate.