Understanding Data Types in AI and HPC: Int8, FP8, FP16, BF16, BF32, FP32, TF32, FP64, and Hardware Accelerators

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In the domains of Artificial Intelligence (AI) and High-Performance Computing (HPC), the proficient management of data types such as Int8, FP8, FP16, BF16, BF32, FP32, TF32, and FP64 is essential for performance optimisation. The advancement of contemporary hardware accelerators like as NVIDIA H100, Intel Gaudi3, and AMD MI300 has markedly enhanced the processing of these […]

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The Impact of Artificial Intelligence on Modern Data Centre Architecture

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The advent of Artificial Intelligence (AI) is causing a profound and fundamental shift in numerous industries around the globe, and the data centre business is a prominent illustration of this transformation. The computing requirements of AI workloads have caused a fundamental change in the design of data centres, requiring substantial adjustments in infrastructure, power needs, […]

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Using and Optimizing Containers for AI, ML, and DL Workloads in Virtualisation

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The combination of containers with AI, ML, and DL has been nothing short of revolutionary in the dynamic landscape of modern software development. These cutting-edge computational technologies promise more effective, versatile, and rapid outcomes when combined with the portability, isolation, and scalability provided by containers. However, there are unique difficulties associated with virtualising AI/ML/DL workloads. […]

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