Providing non-downloadable software for deployment, orchestration, management, and monitoring of specialized compute hardware, namely optical processing units (OPUs), optical compute units (OCUs), GPUs, and AI accelerators; providing cloud-based platforms as a service (PaaS) for access, configuration, and operation of advanced computing resources for artificial intelligence, machine learning, and high-performance computing; providing API-based hosting, deployment, inference, and training of machine learning models accelerated by specialized hardware; providing online, non-downloadable software development kits (SDKs), application programming interfaces (APIs), and developer tools for programming, integrating, and operating advanced compute hardware; providing non-downloadable software for scheduling, resource monitoring, provisioning, performance analytics, authentication, authorization, usage metering, and compliance; providing web-based dashboards and user interfaces for management and integration of third-party software and services with advanced compute infrastructure; all of the foregoing excluding software and services for medical, clinical, or educational purposes
Computer and Scientific