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

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InfrastructureTechnology

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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Navigating the AI Deployment Dilemma: How Intel’s AMX Accelerator Eases the Journey

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HealthcareInformationalInfrastructureTechnology

Artificial Intelligence (AI) has emerged as a fundamental element of contemporary technological progress, presenting unparalleled prospects for innovation across all sectors. The possibilities of AI is extensive, ranging from improving customer interactions with chatbots to optimising supply chains with predictive analytics. Nevertheless, numerous organisations encounter difficulties while attempting to harness the power of AI. Companies […]

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The Balance Between Training and Inferencing: Embracing a Hybrid GPU and CPU Approach

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InfrastructureTechnology

Understanding Training and Inferencing Training and inferencing are two central ideas in the field of machine learning and artificial intelligence, and they have different purposes and prerequisites. Models can be trained to improve their predictive and decision-making abilities by analysing data and adjusting their parameters in response to that analysis. To process large datasets and […]

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