Popis 2 Infrastruktura u oblaku i IaaS platforme SaaS-a s programima za otkrivanje ranjivosti

This cloud-based GPU compute platform provides scalable, on-demand, pay-as-you-go access to high-end graphics processors for AI, machine learning, deep learning, and inference workloads, enabling developers, researchers, data scientists, and teams to train models, run experiments, and deploy applications without owning or maintaining dedicated hardware. Its main features include orchestration and resource management, flexible deployment options across multiple regions, support for popular ML frameworks, real-time monitoring and billing, and integrated tools for inference, experimentation, and collaboration, addressing problems such as hardware procurement costs, idle capacity, long provisioning times, limited access to GPUs, inconsistent performance, and scalability bottlenecks for startups, enterprises, researchers, and engineers.