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This whitepaper discusses deployment,  infrastructure challenges and the limitations of traditional on-premises high-performance computing (HPC) infrastructure and public clouds for developing and training AI. It then outlines how new, more agile service-based models can allow  organizations to leverage new opportunities and accelerate their digital transformation to the next level.