Hardware Acceleration Courses and Certifications

tinyML

TinyML Talks - SRAM Based In-Memory Computing for Energy-Efficient AI Inference

Explore SRAM-based in-memory computing for energy-efficient AI inference, covering bitcell circuits, architectures, and design optimization for improved performance in low-power processors.

• YouTube
• 59 minutes
• On-Demand
• Free Video

TheIACR

Hardware Acceleration and Instruction Set Extensions

Explore hardware acceleration and instruction set extensions in cryptography at CHES 2023, featuring cutting-edge research and expert insights.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

Open Compute Project

Programming Near Data Processing - Best Practices and Industry Standards

Explore best practices for optimizing Computational Memory performance through near-data processing, backed by extensive industry collaboration and standardization efforts.

• YouTube
• 29 minutes
• On-Demand
• Free Video

SNIAVideo

SPDK Accelerator Framework: Evolution from Copy Framework to Modern Hardware Acceleration

Explore the evolution of SPDK's Accelerator Framework, from basic IOAT support to a robust system with 8 operations and 7 accelerators, including the new Intel® Data Streaming Accelerator.

• YouTube
• 37 minutes
• On-Demand
• Free Video

SNIAVideo

Smart Data Accelerator Interface - Use Cases, Futures and Proof Points

Discover the latest developments in memory-to-memory data movement and acceleration through SNIA's SDXI standard, exploring use cases in AI and emerging technologies for enhanced data processing capabilities.

• YouTube
• 15 minutes
• On-Demand
• Free Video

SNIAVideo

Infrastructure Programming with IPU for Storage Orchestration and Management

Discover how Infrastructure Programming Units (IPUs) simplify storage orchestration by offloading complex workloads from compute nodes, improving efficiency and scalability in cloud environments.

• YouTube
• 20 minutes
• On-Demand
• Free Video

SNIAVideo

Hardware Accelerated ZFS Using Computational Storage - SDC 2022

Discover how to accelerate ZFS performance using computational storage devices and DPUs, exploring hardware-software integration techniques that boost storage system efficiency by 10-30x.

• YouTube
• 38 minutes
• On-Demand
• Free Video

SNIAVideo

Storage Virtualization and Hardware-agnostic Acceleration Using IPDK and xPU

Discover how IPDK enables vendor-agnostic storage virtualization and hardware acceleration, allowing standard drivers to access remote storage at scale while leveraging SmartNIC/DPU/IPU/xPU capabilities.

• YouTube
• 37 minutes
• On-Demand
• Free Video

SNIAVideo

Accelerating Encryption for Solid State Storage Drives

Discover how hardware acceleration enhances encryption and decryption in SSD storage systems using RISC-V architecture, improving throughput and power efficiency through configurable design implementations.

• YouTube
• 25 minutes
• On-Demand
• Free Video

OpenSource Connections

Breaking Search Performance Limits with Domain-Specific Computing

Explore advanced search techniques using domain-specific computing to achieve faster latencies and higher scalability at billion-scale, overcoming limitations of general-purpose CPUs.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Open Compute Project

LLM Service Revolution Through Memory Computing Fusion Technology - From Datacenter to On-Device AI

Discover how SK Hynix's AiM technology revolutionizes LLM services through processing-in-memory solutions, offering enhanced efficiency and reduced costs for both datacenter and device-level AI applications.

• YouTube
• 17 minutes
• On-Demand
• Free Video

Open Compute Project

Navigating the AI ASIC Frontier: Trends, Challenges, and Technological Breakthroughs

Explore cutting-edge AI hardware developments and silicon solutions, focusing on data center innovations, technological constraints, and future advancements in AI training infrastructure.

• YouTube
• 19 minutes
• On-Demand
• Free Video

DPDK Project

Coupling Eventdev Usage with Traffic Metering and Policing for QoS

Discover how to integrate hardware RX scheduling with metering and policing modules using DPDK's eventdev framework for efficient packet processing and QoS implementation.

• YouTube
• 34 minutes
• On-Demand
• Free Video

DPDK Project

Introducing UACCE Bus in DPDK - Unified Accelerator Framework Integration

Discover how UACCE bus enables seamless integration of accelerator devices in DPDK, exploring Shared Virtual Addressing implementation and its potential to enhance application performance.

• YouTube
• 35 minutes
• On-Demand
• Free Video

DPDK Project

ZXDH DPU Adapter and Its Application in Hardware Acceleration and Networking

Discover ZTE's ASIC-based enhanced data processor with programmable packet processing, hardware offloading, and extensive driver interfaces for virtualization, AI computing, and security applications.

• YouTube
• 30 minutes
• On-Demand
• Free Video