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Infrastructure d'IA : types de déploiements

Infrastructure d'IA : types de déploiements

Instructor: Google Cloud Training

Included with

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6 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

6 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

What you'll learn

Décrire le processus de création d'un cluster accéléré par GPU
Identifier comment provisionner un cluster accéléré par GPU sur GCE
Identifier comment provisionner un cluster accéléré par GPU sur GKE
Identifier comment déployer des charges de travail d'inférence de l'IA sur GKE

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Add to your LinkedIn profile

See how employees at top companies are mastering in-demand skills

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There are 6 modules in this course

Ce cours constitue un guide complet pour déployer, gérer et optimiser des charges de travail d'IA et de calcul hautes performances (HPC) sur Google Cloud. À travers une série de leçons et de démonstrations pratiques, vous explorerez diverses stratégies de déploiement, allant d'environnements hautement personnalisables utilisant Google Compute Engine (GCE) à des solutions gérées comme Google Kubernetes Engine (GKE). Plus précisément, vous apprendrez à créer des clusters et à déployer GKE pour l'inférence.

Ce module offre une vue d'ensemble du cours et présente les objectifs d'apprentissage.

What's included

1 plugin

Ce module décrit en détail le processus de création d'un cluster AI Hypercomputer. Il présente les décisions clés à prendre, y compris le choix du type de machine, de l'option de consommation, de l'option de déploiement, de l'outil d'orchestration et de l'image du cluster.

What's included

1 assignment6 plugins

Ce module présente les principales options de configuration et techniques d'optimisation pour le déploiement d'un cluster AI Hypercomputer sur Google Compute Engine (GCE). Il aborde la sélection des types de machines, les images d'OS avec accélérateur, les options de déploiement, ainsi que les stratégies d'optimisation des performances réseau.

What's included

1 assignment4 plugins

Ce module présente les options de configuration pour le déploiement d'un cluster AI Hypercomputer sur Google Kubernetes Engine (GKE). Il aborde la conteneurisation, les modes de fonctionnement de GKE, les configurations réseau, et les techniques d'optimisation des charges de travail telles que l'entraînement distribué et le partage de GPU.

What's included

1 assignment4 plugins

Ce module présente les techniques d'optimisation pour la conception d'une charge de travail d'inférence sur GKE. Il aborde le workflow d'inférence GKE, l'infrastructure clé et les optimisations au niveau du modèle.

What's included

1 assignment4 plugins

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

What's included

1 reading

Instructor

Google Cloud Training

Google Cloud

2,185 Courses4,228,095 learners

Offered by

Google Cloud

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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.

Infrastructure d'IA : types de déploiements

Infrastructure d'IA : types de déploiements

What you'll learn

Details to know

See how employees at top companies are mastering in-demand skills

There are 6 modules in this course

Présentation du cours

What's included

1 pluginTotal 15 minutes

Processus de création de cluster

What's included

1 assignmentTotal 2 minutes

6 pluginsTotal 90 minutes

Créer un cluster avec Compute Engine

What's included

1 assignmentTotal 4 minutes

4 pluginsTotal 60 minutes

Créer avec Google Kubernetes Engine (GKE)

What's included

1 assignmentTotal 6 minutes

4 pluginsTotal 60 minutes

Déployer avec GKE pour l'inférence

What's included

1 assignmentTotal 4 minutes

4 pluginsTotal 60 minutes

Ressources du cours

What's included

1 readingTotal 10 minutes

Instructor

Offered by

Why people choose Coursera for their career

Felipe M.

Jennifer J.

Larry W.

Chaitanya A.

Open new doors with Coursera Plus

Advance your career with an online degree

Join over 3,400 global companies that choose Coursera for Business

Frequently asked questions

More questions

Infrastructure d'IA : types de déploiements

Infrastructure d'IA : types de déploiements

What you'll learn

Details to know

See how employees at top companies are mastering in-demand skills

There are 6 modules in this course

Présentation du cours

What's included

Processus de création de cluster

What's included

Créer un cluster avec Compute Engine

What's included

Créer avec Google Kubernetes Engine (GKE)

What's included

Déployer avec GKE pour l'inférence

What's included

Ressources du cours

What's included

Instructor

Offered by

Why people choose Coursera for their career

Felipe M.

Jennifer J.

Larry W.

Chaitanya A.

Open new doors with Coursera Plus

Advance your career with an online degree

Join over 3,400 global companies that choose Coursera for Business

Frequently asked questions

Can I preview a course before enrolling?

When will I have access to the lectures and assignments?

What will I get when I enroll?

More questions