Hardware Acceleration Courses and Certifications

Efficient Architectural Design and Hardware Acceleration

Explore efficient AI model architectures and hardware acceleration techniques for mobile and edge deployment, culminating in a medical diagnostics optimization project.

• Udacity
• 11 hours
• On-Demand
• Paid Course

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

LinaroOrg

End-to-End Video Hardware Acceleration on Snapdragon X Elite Laptops

Explore video hardware acceleration on Snapdragon X Elite laptops, from VPU capabilities to kernel drivers, V4L2 APIs, and framework integration, while identifying current gaps in Linux distribution compatibility.

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

Presto Foundation

Revolutionizing Data Analytics - Open-Source Hardware Acceleration Support for Presto and Velox

Discover how hardware acceleration in Presto and Velox transforms data analytics, offering 30x performance improvements and enhanced efficiency without complex data Lakehouse rearchitecting.

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

Presto Foundation

Streamlining Data Analytics with NeuroBlade's SPU Hardware Acceleration

Discover how NeuroBlade's SQL Processing Unit accelerates data analytics through hardware optimization, enhancing Velox engine performance and seamlessly integrating with major data formats.

• YouTube
• 14 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

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

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

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

AI Accelerators: Transforming Scalability and Model Efficiency

Discover how AI accelerators optimize workloads from deep learning to generative AI, reducing power consumption while enabling scalable, efficient, and cost-effective AI solutions.

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

Supporting Hardware-Accelerated Video Encoding with Mainline

Explore hardware-accelerated video encoding with mainline Linux, focusing on H.264 compression techniques, Hantro H1 architecture, and V4L2 stateless encoding approaches.

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

Integrating Hardware-accelerated Video Decoding with the Display Stack

Explore hardware-accelerated video decoding integration with display stacks, focusing on Allwinner platforms, V4L2 API, and challenges in decoded frame integration with display pipelines.

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

Video Codecs and the Virtual Stateless Decoder Driver - Mentorship Session

Explore video codec technology, hardware acceleration, and the Virtual Stateless Decoder driver in Linux. Learn about stateful vs. stateless decoders and their open-source implementations in V4L2.

• YouTube
• 1 hour 23 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

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