Learning path

High-Performance Storage for AI

Skill Level
Fundamentals
Duration 40m
Updated May 15, 2024

About this learning path

Explore the critical role of high-performance storage in AI infrastructure. Gain insights into storage requirements for AI/ML workloads, architectures like distributed file systems and all-flash arrays, and strategies to optimize storage for model training and inference. Stay ahead with emerging trends shaping the future of AI storage solutions.

Your instructors

World Wide Technology

Tech Solutions Arch II, ATC

World Wide Technology

Technical Solution Architect

World Wide Technology

Solutions Development Intern

Prerequisites

  1. Passion for Learning
  2. Basic understanding of AI/machine learning concepts and applications
  3. Familiarity with data storage fundamentals (file systems, block storage, etc.)
  4. Knowledge of computing infrastructure components (servers, networks, etc.)

What you'll learn

  1. Understand the evolution of storage technologies in AI infrastructure
  2. Identify unique storage requirements for AI/ML workloads like model training and inference
  3. Compare different high-performance storage architectures like distributed file systems, object storage, all-flash arrays, etc.
  4. Determine suitable storage architectures for specific AI use cases
  1. 1. Introduction to High-Performance Storage
    1. Enroll in this learning path to view locked content From Tapes to Terabytes: The Journey of Storage Technologies in AI Infrastructure
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    2. Enroll in this learning path to view locked content Fundamentals for High-Performance Storage
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  2. 2. AI Storage Requirements
    1. Enroll in this learning path to view locked content Understanding the Typical AL/ML Storage Workload: A Focus on Data Characteristics
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    2. Enroll in this learning path to view locked content Optimizing Storage for AI Workflows: Training for Speed, Inference for Precision
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  3. 3. Storage Architectures for AI
    1. Enroll in this learning path to view locked content Architecting Storage for AI – Strategies and Approaches to Consider
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    2. Enroll in this learning path to view locked content Parallel File Systems vs Traditional File Systems
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  4. 4. Conclusion
    1. Enroll in this learning path to view locked content Quiz
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    2. Enroll in this learning path to view locked content Learning Path Complete
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