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Infrastruktur AI: Teknik Jejaring

Infrastruktur AI: Teknik Jejaring

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

4 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

4 hours to complete

Flexible schedule

Learn at your own pace

What you'll learn

Mengidentifikasi kebutuhan jejaring dan produk Google Cloud yang relevan di tiap tahap pipeline AI.
Membedakan fitur jejaring untuk berbagai jenis mesin GPU dan TPU.
Mengidentifikasi opsi jejaring untuk penyerapan data, pelatihan AI, dan inferensi AI generatif.
Mengenali praktik terbaik jejaring AI.

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

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logos of Petrobras, TATA, Danone, Capgemini, P&G and L'Oreal

There are 6 modules in this course

"Selamat datang di kursus ""Infrastruktur AI: Teknik Jejaring"".

Dalam kursus ini, Anda akan mempelajari cara memanfaatkan infrastruktur Google Cloud berbandwidth tinggi dan berlatensi rendah untuk mengoptimalkan transfer data serta komunikasi antara seluruh komponen sistem AI Anda. Di akhir kursus, Anda akan memahami peran penting jejaring di seluruh pipeline AI, mulai dari penyerapan data dan pelatihan hingga inferensi, serta mampu menerapkan praktik terbaik agar workload Anda berjalan dengan kecepatan maksimal."

Modul ini memberikan gambaran umum tentang kursus dan menguraikan tujuan pembelajaran.

What's included

1 plugin

Modul ini menjelaskan secara terperinci persyaratan jejaring khusus untuk workload AI dibandingkan dengan aplikasi web tradisional. Modul ini membahas kebutuhan bandwidth dan latensi spesifik dari tiap tahap pipeline—dari penyerapan data hingga inferensi—dan menganalisis arsitektur jaringan "yang selaras dengan jalur" dari jenis mesin GPU A3 dan A4 Google Cloud yang dirancang untuk memaksimalkan "Goodput".

What's included

1 assignment3 plugins

Modul ini menjelaskan strategi untuk memindahkan set data besar ke cloud secara efisien. Modul ini membahas penggunaan Cross-Cloud Network dan Cloud Interconnect untuk membangun pipeline berbandwidth tinggi dan menjelaskan praktik terbaik konfigurasi—seperti mengaktifkan Jumbo Frames (MTU)—untuk mengurangi overhead protokol dan mengoptimalkan throughput.

What's included

1 assignment2 plugins

Modul ini menjelaskan secara terperinci peran penting jejaring latensi rendah dalam pelatihan model terdistribusi. Modul ini membahas pentingnya akses memori langsung jarak jauh (RDMA) untuk sinkronisasi gradien, manfaat arsitektur offload Titanium Google dalam membebaskan resource CPU, dan pilihan topologi yang diperlukan untuk menskalakan cluster tanpa bottleneck.

What's included

1 assignment3 plugins

Modul ini menjelaskan secara terperinci tantangan jejaring yang spesifik untuk inferensi AI generatif, seperti traffic yang berfluktuasi dan koneksi berdurasi panjang. Modul ini membahas pengoptimalan Waktu-hingga-Token-Pertama menggunakan GKE Inference Gateway dan perutean "Kedalaman Antrean", serta membahas praktik terbaik untuk keandalan jaringan dan Identity and Access Management (IAM).

What's included

1 assignment5 plugins

Link PDF ke semua modul untuk siswa

What's included

1 reading

Instructor

Google Cloud Training

Google Cloud

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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.

Infrastruktur AI: Teknik Jejaring

Infrastruktur AI: Teknik Jejaring

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

Ringkasan kursus

What's included

1 pluginTotal 15 minutes

Pengantar

What's included

1 assignmentTotal 4 minutes

3 pluginsTotal 45 minutes

Jejaring untuk penyerapan data

What's included

1 assignmentTotal 5 minutes

2 pluginsTotal 30 minutes

Jejaring untuk pelatihan AI

What's included

1 assignmentTotal 4 minutes

3 pluginsTotal 45 minutes

Jejaring untuk inferensi

What's included

1 assignmentTotal 6 minutes

5 pluginsTotal 75 minutes

Materi kursus

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

Infrastruktur AI: Teknik Jejaring

Infrastruktur AI: Teknik Jejaring

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

Ringkasan kursus

What's included

Pengantar

What's included

Jejaring untuk penyerapan data

What's included

Jejaring untuk pelatihan AI

What's included

Jejaring untuk inferensi

What's included

Materi kursus

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