The Decline of TensorFlow and the Rise of PyTorch in AI Workloads: A Documented Shift

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TensorFlow, formerly the preeminent deep learning framework created by Google, has been eclipsed in recent years by PyTorch, developed by Facebook AI Research. Previously the unequivocal choice for researchers and corporations, TensorFlow has experienced a slow decrease as PyTorch has emerged as the favoured framework for AI workloads. This transition is seen not only in […]

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The Shift from Proprietary NVIDIA AI Solutions to Open Source Frameworks: Why Enterprises are Making the Move

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In recent years, artificial intelligence (AI) has emerged as a fundamental element of innovation across various industries. Businesses, ranging from startups to multinational businesses, have been significantly investing in AI to enhance efficiencies, get insights, and develop new goods and services. Historically, numerous AI workloads have been driven by NVIDIA’s proprietary technologies, which have become […]

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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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Leveraging AI for Enhancing ASD Diagnosis and Therapies – Insights from My Dissertation

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Introduction Autism Spectrum Disorder (ASD) is a multifaceted neurodevelopmental condition marked by a diverse array of symptoms and degrees of severity, impacting communication, behaviour, and social interactions. Diagnosing ASD typically entails a protracted and intricate procedure, characterised by considerable delays that may affect the individual’s developmental progression. Likewise, the accessibility and efficacy of existing therapeutic […]

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