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Responsible AI for Developers: Privacy & Safety - Français
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Google Cloud

Responsible AI for Developers: Privacy & Safety - Français

Google Cloud Training

Instructor: Google Cloud Training

Included with Coursera Plus

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5 modules
Gain insight into a topic and learn the fundamentals.
Intermediate level
Some related experience required
5 hours to complete
Flexible schedule
Learn at your own pace

5 modules
Gain insight into a topic and learn the fundamentals.
Intermediate level
Some related experience required
5 hours to complete
Flexible schedule
Learn at your own pace
  • About
  • Modules
  • Recommendations
  • Testimonials

What you'll learn

  • Définir ce que sont la confidentialité de l'IA et la sécurité de l'IA.

  • Décrire les méthodes utilisées pour assurer la confidentialité de l'IA, aussi bien au niveau des données que des modèles.

  • Répertorier les points à prendre en compte pour la mise en œuvre de la sécurité de l'IA.

  • Décrire les techniques permettant de mettre en œuvre la sécurité de l'IA.

Skills you'll gain

  • Generative AI
  • Machine Learning
  • Personally Identifiable Information
  • Safety and Security
  • Google Cloud Platform
  • Data Security
  • Artificial Intelligence
  • Information Systems Security
  • Cloud Security
  • Information Privacy

Details to know

Shareable certificate

Add to your LinkedIn profile

Assessments

2 assignments

Taught in French

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There are 5 modules in this course

Ce cours présente des points importants au sujet de la confidentialité et de la sécurité de l'IA. Vous découvrirez des méthodes pratiques et des outils pour mettre en place des pratiques recommandées de confidentialité et de sécurité de l'IA à l'aide de produits Google Cloud et d'outils Open Source.

Ce module présente la structure du cours et ses objectifs.

What's included

1 video

1 video
  • Présentation du cours•0 minutes

Ce module s'intéresse principalement à la confidentialité de l'IA. Il fournit différents outils et techniques permettant d'atteindre la confidentialité au niveau des données et de l'entraînement de machine learning.

What's included

9 videos1 assignment1 app item

9 videos•Total 40 minutes
  • Présentation de la confidentialité de l'IA•3 minutes
  • Confidentialité au niveau des données d'entraînement : techniques d'anonymisation•8 minutes
  • Confidentialité au niveau des données d'entraînement : techniques de randomisation•5 minutes
  • Confidentialité au niveau de l'entraînement de machine learning : DP-SGD•2 minutes
  • Confidentialité au niveau de l'entraînement de machine learning : apprentissage fédéré•6 minutes
  • Sécurité du système sur Google Cloud•4 minutes
  • Sécurité du système pour l'IA générative•3 minutes
  • Atelier : Confidentialité différentielle dans le machine learning avec TensorFlow Privacy•0 minutes
  • Coursera: Premiers pas avec Google Cloud Platform et Qwiklabs•4 minutes
1 assignment•Total 6 minutes
  • Quiz - Confidentialité de l'IA•6 minutes
1 app item•Total 90 minutes
  • Atelier : Confidentialité différentielle dans le machine learning avec TensorFlow Privacy•90 minutes

Ce module s'intéresse principalement à la sécurité de l'IA. Il fournit différents outils et techniques permettant d'atteindre la sécurité de l'IA.

What's included

7 videos1 assignment1 app item

7 videos•Total 35 minutes
  • Présentation de la sécurité de l'IA•5 minutes
  • Évaluation de la sécurité•6 minutes
  • Prévention des dommages•8 minutes
  • Entraînement de modèle pour la sécurité : affinage des instructions•4 minutes
  • Entraînement de modèle pour la sécurité : RLHF•3 minutes
  • Sécurité dans l'IA générative sur Google Cloud•7 minutes
  • Atelier : Mettre en place des sauvegardes avec l'API Gemini Vertex AI•0 minutes
1 assignment•Total 6 minutes
  • Quiz - Sécurité de l'IA•6 minutes
1 app item•Total 90 minutes
  • Atelier : Mettre en place des sauvegardes avec l'API Gemini Vertex AI•90 minutes

Ce module propose une synthèse du cours articulée autour des concepts, technologies et outils les plus importants.

What's included

1 video1 reading

1 video•Total 2 minutes
  • Résumé du cours•2 minutes
1 reading•Total 10 minutes
  • Lecture•10 minutes

Le PDF destiné aux participants contient les liens vers tous les modules.

What's included

4 readings

4 readings•Total 40 minutes
  • Module 0 : Présentation du cours•10 minutes
  • Module 1 : Confidentialité de l'IA•10 minutes
  • Module 2 : Sécurité de l'IA•10 minutes
  • Module 3 : Résumé du cours•10 minutes

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Instructor

Google Cloud Training
Google Cloud Training
Google Cloud
1,914 Courses•3,544,763 learners

Offered by

Google Cloud

Offered by

Google Cloud

We help millions of organizations empower their employees, serve their customers, and build what’s next for their businesses with innovative technology created in—and for—the cloud. Our products are engineered for security, reliability, and scalability, running the full stack from infrastructure to applications to devices and hardware. Our teams are dedicated to helping customers apply our technologies to create success.

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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.

If you complete the course successfully, your electronic Course Certificate will be added to your Accomplishments page - from there, you can print your Course Certificate or add it to your LinkedIn profile.

This course is currently available only to learners who have paid or received financial aid, when available.

You will be eligible for a full refund until two weeks after your payment date, or (for courses that have just launched) until two weeks after the first session of the course begins, whichever is later. You cannot receive a refund once you’ve earned a Course Certificate, even if you complete the course within the two-week refund period. See our full refund policy.

Yes. In select learning programs, you can apply for financial aid or a scholarship if you can’t afford the enrollment fee. If fin aid or scholarship is available for your learning program selection, you’ll find a link to apply on the description page.

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