Heterogeneous Computing Courses and Certifications

The ASF

Why Do We Need a Compiler Architecture for Heterogeneous Computing

Explore compiler architecture for heterogeneous computing, addressing complex tasks and large data volumes. Learn about seamless integration between diverse computing units and platforms.

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

ACM SIGPLAN

Heterogeneous Concurrency - A New Frontier for Weak Memory

Explore heterogeneous processors' shared memory interfaces and their impact on weak memory concurrency models in emerging computing domains.

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

ACM SIGPLAN

Compound Memory Models for Heterogeneous Processors

Explore compound memory models for heterogeneous processors, focusing on x86TSO/PTX model. Learn about compositional operational models and their impact on compiler mappings for shared memory interfaces.

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

Addressing Challenges of Cross-Architecture Dynamic Migration Over Heterogeneous Acceleration Systems

解决AI应用在不同加速硬件间平滑迁移的挑战。介绍统一抽象、跨架构编译和动态链接运行时等技术,实现无需改变开发习惯的跨系统应用迁移。

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

OpenInfra Foundation

Cross-Architecture Dynamic Migration Solution for Heterogeneous AI Acceleration Systems

Discover a unified solution for seamless application migration across diverse AI accelerators, enabling cross-architecture compilation and dynamic runtime adaptation without code modifications.

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

Addressing Challenges of Cross-Architecture Dynamic Migration Over Heterogeneous Acceleration Systems

Explore cross-architecture dynamic migration for AI applications on diverse accelerators. Learn unified abstraction, middle-compiler techniques, and runtime support for seamless transitions between hardware.

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

LinaroOrg

UADK Heterogeneous Scheduling for Hardware and CPU Based Accelerators

Explore UADK's evolution from hardware acceleration to heterogeneous scheduling across multiple accelerator types, optimizing performance through intelligent task distribution.

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

USENIX

QiMeng-Xpiler - Transcompiling Tensor Programs for Deep Learning Systems with a Neural-Symbolic Approach

Discover QiMeng-Xpiler, a neural-symbolic transcompiler that automatically translates tensor programs across heterogeneous deep learning systems using LLMs and symbolic synthesis.

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

Open Compute Project

Coordination and Workload Algorithms to Unlock the Potential of Polymorphic Systems of Systems

Discover algorithmic solutions for coordinating AI workloads across heterogeneous compute architectures and transforming them into efficiently distributable graphs.

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

OpenInfra Foundation

Building an Open Compute Ecosystem - A Software Stack to Enable AI Tasks to Run on Any AI Infrastructure

Discover how CMCC's cross-architecture software stack enables AI applications to run on any accelerator with unified coding, compilation, and runtime for seamless migration.

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

Open Compute Project

Unified Platform Configuration: OPF Initiative to Simplify Platform Configuration

Explore the Unified Platform Configuration initiative by OPF aimed at simplifying configuration processes for heterogeneous compute environments and modular hardware systems.

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

Open Compute Project

Accelerating AI Data Processing at Scale: Driving for Efficiency and Sustainability

Explore heterogeneous architectures with CXL-based near-memory compute accelerators for efficient AI data processing, reducing energy costs and improving performance for massive datasets and complex workloads.

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

USENIX

Offload Annotations - Bringing Heterogeneous Computing to Existing Libraries and Workloads

Explore offload annotations for efficient GPU computing in existing libraries, enabling seamless integration and performance gains without extensive code modifications.

• YouTube
• 23 minutes
• On-Demand
• Conference Talk

PyCon US

Python Meets Heterogeneous Computing - An Exploration of Distributed Computations

Exploring distributed computations in Python across diverse hardware, addressing challenges and strategies for optimal performance in heterogeneous computing environments.

• YouTube
• 59 minutes
• On-Demand
• Conference Talk

Scalable Parallel Computing Lab, SPCL @ ETH Zurich

Heterogeneous Serverless Computing for High-Performance Computing and AI Workloads

Explore heterogeneous serverless computing for efficient HPC, HPDA, and AI workloads. Learn about innovative accelerator uses and flexible deployment models from edge to exascale.

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