Best Virtual Machine Software for Ray

Google Cloud Platform offers Virtual Machines (VMs) through Google Compute Engine, allowing businesses to provision scalable instances on-demand. These VMs support a variety of use cases, from running applications to conducting high-performance computing tasks. With the $300 in free credits for new customers, businesses can run, test, and deploy workloads on GCP’s virtual machines, helping them assess the platform’s capabilities without any upfront cost. Compute Engine VMs are fully customizable, allowing businesses to select the right CPU, memory, and storage configurations for their applications. Additionally, GCP offers preemptible VMs, which provide a cost-effective way to run non-essential workloads with a lower price point. These flexible options ensure that businesses can optimize their compute resources based on performance and cost requirements.