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KI-Infrastruktur: Bereitstellungsarten

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KI-Infrastruktur: Bereitstellungsarten

Instructor: Google Cloud Training

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

Den Prozess der Erstellung eines GPU-beschleunigten Clusters beschreiben
Herausfinden, wie ein GPU-beschleunigter Cluster auf GCE bereitgestellt werden kann
Herausfinden, wie ein GPU-beschleunigter Cluster auf GKE bereitgestellt werden kann
Erkennen, wie KI-Inferenz-Workloads auf GKE bereitgestellt werden können

Details to know

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There are 6 modules in this course

Dieser Kurs bietet einen umfassenden Leitfaden zum Bereitstellen, Verwalten und Optimieren von KI- und HPC-Arbeitslasten (Hochleistungs-Computing) auf Google Cloud. In einer Reihe von Lektionen und praktischen Demonstrationen lernen Sie verschiedene Bereitstellungsstrategien kennen – von hochgradig anpassbaren Umgebungen mit der Google Compute Engine (GCE) bis hin zu verwalteten Lösungen wie der Google Kubernetes Engine (GKE). Dabei lernen Sie, wie Sie Cluster erstellen und GKE für Inferenzprozesse bereitstellen.

Dieses Modul bietet einen Überblick über den Kurs und stellt die Lernziele vor.

What's included

1 plugin

In diesem Modul wird der Prozess zur Erstellung eines AI Hypercomputer-Clusters detailliert beschrieben. Es umfasst die wichtigsten erforderlichen Entscheidungen, darunter die Wahl des Maschinentyps, der Nutzungsoption, der Bereitstellungsoption, des Orchestrators und des Cluster-Images.

What's included

1 assignment6 plugins

In diesem Modul werden wichtige Konfigurationsoptionen und Optimierungstechniken für die Bereitstellung eines AI Hypercomputer-Clusters auf der Google Compute Engine (GCE) beschrieben. Es umfasst die Auswahl von Maschinentypen, Beschleuniger-Betriebssystem-Images, Bereitstellungsoptionen und Strategien zur Optimierung der Netzwerkleistung.

What's included

1 assignment4 plugins

In diesem Modul werden Konfigurationsoptionen für die Bereitstellung eines AI Hypercomputer-Clusters auf der Google Kubernetes Engine (GKE) beschrieben. Es umfasst die Containerisierung sowie GKE-Betriebsmodi, Netzwerkkonfigurationen und Verfahren zur Arbeitslastoptimierung wie verteiltes Training und GPU-Freigabe.

What's included

1 assignment4 plugins

In diesem Modul werden Optimierungstechniken für die Architektur einer Inferenzarbeitslast auf GKE untersucht. Es umfasst den GKE-Inferenz-Workflow, die wichtigsten Infrastrukturen und Optimierungen auf Modellebene.

What's included

1 assignment4 plugins

PDF-Links für Kursteilnehmende zu allen Modulen

What's included

1 reading

Instructor

Google Cloud Training

Google Cloud

2,196 Courses4,271,648 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.

KI-Infrastruktur: Bereitstellungsarten

KI-Infrastruktur: Bereitstellungsarten

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

Kursübersicht

What's included

1 pluginTotal 15 minutes

Cluster-Erstellungsprozess

What's included

1 assignmentTotal 2 minutes

6 pluginsTotal 90 minutes

Einen Cluster mit der Compute Engine erstellen

What's included

1 assignmentTotal 4 minutes

4 pluginsTotal 60 minutes

Mit der Google Kubernetes Engine (GKE) Cluster erstellen

What's included

1 assignmentTotal 6 minutes

4 pluginsTotal 60 minutes

Bereitstellung mit GKE für Inferenzprozesse

What's included

1 assignmentTotal 4 minutes

4 pluginsTotal 60 minutes

Kursressourcen

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

KI-Infrastruktur: Bereitstellungsarten

KI-Infrastruktur: Bereitstellungsarten

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

Kursübersicht

What's included

Cluster-Erstellungsprozess

What's included

Einen Cluster mit der Compute Engine erstellen

What's included

Mit der Google Kubernetes Engine (GKE) Cluster erstellen

What's included

Bereitstellung mit GKE für Inferenzprozesse

What's included

Kursressourcen

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