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Introduction to AI in the Data Center
  • Level Foundation
  • Duration 5 hours
  • Offered by

About

Welcome to the Introduction to AI in the Data Center Course! As you know, Artificial Intelligence, or AI, is transforming society in many ways. From speech recognition to improved supply chain management, AI technology provides enterprises with the compute power, tools, and algorithms their teams need to do their life’s work. But how does AI work in a Data Center? What hardware and software infrastructure are needed? These are some of the questions that this course will help you address. This course will cover an introduction to concepts and terminology that will help you start the journey to AI and GPU computing in the data center. You will learn about: * AI and AI use cases, Machine Learning, Deep Learning, and how training and inference happen in a Deep Learning Workflow. * The history and architecture of GPUs, how they differ from CPUs, and how they are revolutionizing AI. * Deep learning frameworks, AI software stack, and considerations when deploying AI workloads on a data center on prem, in the cloud, on a hybrid model, or on a multi-cloud environment. ​ * Requirements for multi-system AI clusters​​, considerations for infrastructure planning, including servers, networking, and storage and tools for cluster management, monitoring and orchestration. This course is part of the preparation material for the NVIDIA Certified Associate - ”AI in the Data Center” certification. This certification will take your expertise to the next level and support your professional development. Who should take this course? * IT Professionals * System and Network Administrators * DevOps * Data Center Professionals No prior experience required. This is an introduction course to AI and GPU computing in the data center. To learn more about NVIDIA’s certification program, visit: https://academy.nvidia.com/en/nvidia-certified-associate-data-center/ So let's get started!

Modules

Welcome - Course Overview

    • 1 Videos
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1 Videos

  • Course Overview

Lesson 1 - AI Transformation Across Industries

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    • 1 Readings
    • 1 Assignment
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1 Assignment

  • Check Your Knowledge

1 Videos

  • AI Transformation Across Industries

1 Readings

  • Unit Summary - AI Transformation Across Industries

Lesson 2 - Introduction to Artificial Intelligence

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    • 1 Readings
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1 Assignment

  • Check Your Knowledge

1 Videos

  • Introduction to Artificial Intelligence

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  • Unit Summary - Introduction to Artificial Inteligence

Lesson 3 - Generative AI Overview

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  • Check Your Knowledge

1 Videos

  • Generative AI Overview

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  • Unit Summary - Generative AI Overview

Lesson 4 - Accelerating AI with GPUs

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  • Check Your Knowledge

1 Videos

  • Accelerating AI with GPUs

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  • Unit Summary - Accelerating AI with GPUs

Lesson 5 - AI Software Ecosystem

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  • Check Your Knowledge

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  • AI Software Ecosystems

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  • Unit Summary - AI Software Ecosystem

Lesson 6 - Data Center and Cloud Computing

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  • Data Center and Cloud Computing

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  • Unit Summary - Data Center and Cloud Computing

Lesson 7.1 - Data Center Platform | Compute Platforms for AI

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    • 1 Assignment
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1 Assignment

  • Check Your Knowledge

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  • Data Center Platform

Lesson 7.2 - GPUs and CPUs for AI

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  • Check Your Knowledge

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  • GPUs and CPUs for AI

Lesson 7.3 - Multi-GPU Systems

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    • 1 Assignment
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  • Check Your Knowledge

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  • Multi-GPU Systems

Lesson 7.4 - Introduction to DPUs

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  • Check Your Knowledge

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  • Introduction to DPUs

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  • Unit Summary - Compute Platforms for AI

Lesson 8 - Networking for AI

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  • Check Your Knowledge

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  • Networking for AI

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  • Unit Summary - Networking for AI

Lesson 9 - Storage for AI

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  • Check Your Knowledge

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  • Storage for AI

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  • Unit Summary - Storage for AI

Lesson 10 - Energy Efficient Computing

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  • Energy Efficient Computing

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  • Unit Summary - Energy Efficient Computing

Lesson 11 - Reference Architectures

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  • Check Your Knowledge

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  • Reference Architectures

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  • Unit Summary - Reference Architectures

Lesson 12.1 - AI in the Cloud Unit Overview

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  • AI in the Cloud Unit Overview

Lesson 12.2 - Introduction to AI in the Cloud

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  • Check Your Knowledge

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  • Introduction to AI in the Cloud

Lesson 12.3 - AI Use Cases in the Cloud

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  • Check Your Knowledge

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  • AI Use Cases in the Cloud

Lesson 12.4 - AI in the Cloud Considerations

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  • Check Your Knowledge

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  • AI in the Cloud Considerations

Lesson 12.5 - Supported Cloud Service Providers and Consumption Models

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  • Check Your Knowledge

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  • Supported Cloud Service Providers and Consumption Models

Lesson 12.6 - NVIDIA Solutions in the Cloud

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  • Check Your Knowledge

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  • NVIDIA Solutions in the Cloud

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  • Unit Summary - AI in the Cloud

Lesson 13 - AI Data Center Management and Monitoring

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  • Check Your Knowledge

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  • AI Data Center Management and Monitoring

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  • Unit Summary - Provisioning Monitoring and Management

Lesson 14 - Orchestration, MLOps, and Job Scheduling

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  • Check Your Knowledge

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  • Orchestrationm, MLOps, and Job Scheduling

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  • Unit Summary - Orchestration and Job Scheduling

Course Completion Quiz

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  • Course Completion Quiz

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  • NVIDIA Certified Associate – AI Infrastructure and Operations

1 Readings

  • Your Next Step: Take the NVIDIA-Certified Associate: AI Infrastructure and Operations - Certification exam

Auto Summary

**Introduction to AI in the Data Center** Unlock the potential of Artificial Intelligence within your data center with this foundational course designed for IT and computer science professionals. Led by industry experts on Coursera, this course delves into the transformative power of AI, from speech recognition to enhanced supply chain management. **Key Learning Areas:** - Understanding AI, including machine learning and deep learning, and their applications. - Exploring the history and architecture of GPUs and their role in revolutionizing AI. - Deep learning frameworks and the AI software stack. - Deploying AI workloads across different environments: on-premises, cloud, hybrid, and multi-cloud. - Infrastructure planning for AI clusters, including servers, networking, storage, and management tools. This course serves as preparatory material for the NVIDIA Certified Associate - "AI in the Data Center" certification, helping to elevate your professional credentials. **Ideal For:** - IT Professionals - System and Network Administrators - DevOps Engineers - Data Center Professionals No prior experience is needed, making it perfect for beginners eager to embark on their AI journey. **Duration:** 300 minutes **Subscription Options:** Starter Join us on this exciting journey to master AI in the data center and take a significant step forward in your professional development. For more information on NVIDIA’s certification program, visit [NVIDIA Academy](https://academy.nvidia.com/en/nvidia-certified-associate-data-center/). Let's get started!