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Infraestructura de IA: opciones de almacenamiento

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Infraestructura de IA: opciones de almacenamiento

Instructor: Google Cloud Training

Included with

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5 modules

Gain insight into a topic and learn the fundamentals.

Intermediate level

Some related experience required

4 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

4 hours to complete

Flexible schedule

Learn at your own pace

What you'll learn

Determinar las opciones de almacenamiento adecuadas y las prácticas recomendadas de almacenamiento para cada fase de la canalización de datos de IA
Determinar las soluciones de almacenamiento adecuadas en cada fase de la canalización de datos de IA
Identificar opciones y técnicas de almacenamiento para la preparación de datos, el entrenamiento de modelos y el archivado de datos
Explorar arquitecturas de almacenamiento de ejemplo para el entrenamiento y la entrega de modelos

Details to know

Shareable certificate

Add to your LinkedIn profile

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

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There are 5 modules in this course

En este curso, realizarás un recorrido completo por las soluciones de almacenamiento disponibles en Google Cloud, diseñadas específicamente para cargas de trabajo de IA y computación de alto rendimiento (HPC). Aprenderás a elegir el almacenamiento adecuado para cada etapa del ciclo de vida del AA. Explorarás cómo optimizar el rendimiento de E/S durante el entrenamiento, administrar conjuntos de datos masivos para la preparación de datos y entregar artefactos de modelos con baja latencia. A través de ejemplos prácticos y demostraciones, obtendrás experiencia para diseñar soluciones de almacenamiento sólidas que aceleren tu innovación en IA.

En este módulo, se ofrece una descripción general del curso y se describen los objetivos de aprendizaje.

What's included

1 plugin

En este módulo, se detalla el rol de la infraestructura de almacenamiento en la canalización de datos de IA. Se ven las demandas de rendimiento, las soluciones clave de Google Cloud y los criterios de decisión para seleccionar un servicio en función de la capacidad, la capacidad de procesamiento y la latencia.

What's included

1 assignment2 plugins

En este módulo, se detallan las fases fundamentales de la preparación de datos y el entrenamiento de modelos en el flujo de trabajo de IA. Se aborda la optimización de la carga de datos con Cloud Storage, Anywhere Cache y la herramienta Dataflux Dataset, al tiempo que se comparan sistemas de archivos de alto rendimiento, como Cloud Storage FUSE y Managed Lustre. Además, se describen criterios de decisión para implementar estrategias de puntos de control eficientes para garantizar la tolerancia a errores y minimizar el tiempo de inactividad de las GPU.

What's included

1 assignment5 plugins

What's included

1 assignment6 plugins

1 assignmentTotal 8 minutes

Cuestionario8 minutes

6 pluginsTotal 90 minutes

Entregar modelos y ejecutar inferencia de modelos15 minutes
Acelerar la inferencia con la Transmisión de imágenes de GKE15 minutes
Optimizar la recuperación de datos con Cloud Storage FUSE y Hyperdisk ML15 minutes
Archivar datos15 minutes
Arquitecturas de referencia15 minutes
Felicitaciones y próximos pasos15 minutes

Vínculos a archivos PDF de todos los módulos para estudiantes

What's included

1 reading

Instructor

Google Cloud Training

Google Cloud

2,146 Courses4,149,219 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.

Infraestructura de IA: opciones de almacenamiento

Infraestructura de IA: opciones de almacenamiento

What you'll learn

Details to know

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

There are 5 modules in this course

Descripción general del curso

What's included

1 pluginTotal 15 minutes

Conceptos básicos del almacenamiento de IA

What's included

1 assignmentTotal 2 minutes

2 pluginsTotal 30 minutes

Preparación y entrenamiento

What's included

1 assignmentTotal 6 minutes

5 pluginsTotal 75 minutes

Entrega y archivado

What's included

1 assignmentTotal 8 minutes

6 pluginsTotal 90 minutes

Recursos del curso

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

Infraestructura de IA: opciones de almacenamiento

Infraestructura de IA: opciones de almacenamiento

What you'll learn

Details to know

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

There are 5 modules in this course

Descripción general del curso

What's included

Conceptos básicos del almacenamiento de IA

What's included

Preparación y entrenamiento

What's included

Entrega y archivado

What's included

Recursos del curso

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