SNIAVideo Courses

CXL Technology for AI and ML Workloads - Memory Expansion and Performance Optimization

Explore how CXL technology revolutionizes AI/ML workloads through memory expansion, pooling, and sharing. Master performance optimization techniques for large language models and learn practical implementation strategies.

• YouTube
• 46 minutes
• Self-Paced
• Free Video

Storage Acceleration via Decoupled Software Defined Storage Architecture

Discover how to optimize Software Defined Storage performance through decoupled architecture, achieving 10x lower read latency and 4-10x higher throughput using SPDK and NVMe-oF in Ceph environments.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Storage Device Quality Control and Supply Chain Management Using Deep Machine Learning Models

Discover how machine learning models predict storage component failures and optimize supply chain management through dual predictive approaches, achieving 90-95% accuracy in real-world deployments.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

Smart Data Accelerator Interface (SDXI) - Use Cases, Proof Points and Future Development

Explore SNIA's Smart Data Accelerator Interface standard, covering use cases in AI, implementation demos, v1.1 features, and opportunities to contribute to this emerging memory-to-memory data movement technology.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Memory Optimizations in Machine Learning

Discover essential memory optimization techniques for machine learning, from data quantization to model pruning, and learn efficient strategies for minimizing resource consumption across different hardware setups.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Supercharging OpenAI Training with Azure Blob Storage - Architecture and Best Practices

Dive into Azure Blob Storage's architecture and innovations enabling massive-scale AI training, featuring insights on achieving multi-exabyte storage and terabit-level throughput for advanced workloads.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

No More LRU: Simple Scalable Caching with FIFO Queues

Discover how S3-FIFO revolutionizes cache eviction algorithms, offering superior scalability and efficiency over traditional LRU methods through a simple three-queue design that optimizes data access in modern storage systems.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Efficient Media Utilization Across Dissimilar Cloud Storage Systems

Discover how Azure Storage optimizes cloud storage systems through innovative architectures, exploring dual platforms for blob/file data and virtual machine storage, plus new technologies for enhanced efficiency.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

Storage for AI Fundamentals - Introduction to AI Workloads and Storage Requirements

Gain insights into AI workload fundamentals, storage requirements, and data transport systems while learning to identify and understand key characteristics of AI infrastructure demands.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Cloud Storage Considerations for RAG in AI Applications

Explore cloud object storage implementation in RAG systems, covering LLM-OS concepts, domain-specific data handling, and practical applications for building AI-powered solutions with vector databases.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

Optimized Resource Allocation for CXL Tiered-Memory Systems

Explore advanced techniques for optimizing CXL tiered-memory systems, focusing on efficient resource allocation, workload profiling, and performance enhancement in data center environments.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Sustainability Initiatives in Data Center Storage - Open Compute Project Overview

Explore OCP's datacenter sustainability initiatives, focusing on power metrics, carbon transparency, and circular economy strategies for storage systems and media implementation.

• YouTube
• 46 minutes
• Self-Paced
• Free Video

Evolution of Fibre Channel Technology: From Zero to 256GFC

Explore the evolution of Fibre Channel technology from its sub-gigabit beginnings to modern 256GFC solutions, examining key developments, challenges, and protocol features in data transport networks.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Optimizing HDD Interface for the Generative AI Era

Explore how AI's explosive data growth impacts mass storage requirements and discover strategies for optimizing HDD interfaces, workloads, and performance in modern AI-driven datacenters.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

The Role of Flash in Data Ingestion Within the AI Pipeline

Explore how flash storage revolutionizes data ingestion for AI pipelines, focusing on scalability challenges, performance demands, and efficient solutions for modern AI infrastructure deployment.

• YouTube
• 44 minutes
• Self-Paced
• Free Video