Introduction: The Cloud Imperative for Neural Networks The relentless pursuit of artificial intelligence has catalyzed an unprecedented surge in the scale and complexity of neural networks. Successfully training and deploying these sophisticated models necessitates substantial computational resources, making cloud computing platforms not merely advantageous, but indispensable. However, a simple lift-and-shift migration of workloads to the