Poorly written code often leads to poor utilization of hardware resources. Hardware makers are actively trying to solve that problem, but software makers are also providing tools to use the best computing resources available in a geographically distributed cloud environment.

A coder just needs to write a few lines of code, which unlocks compute resources in https://aws.amazon.com/?utm_content=inline-mention for scientific computing and simulation.

Covalent is a Python-based tool, and a few lines of code add AWS’ Lambda, ECS and EC2 computing resources to the toolkit.

On-premises servers may not have the massive hardware resources like Nvidia’s GPUs needed for applications like machine learning.

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