In this session, Lablup Inc. will present three solutions for achieving optimal performance when combining various GPUs as one AI/high performance computing cluster. Their solutions are based on Backend.AI, an open source container-based resource management platform specialized in AI and high performance computing. They'll include real-world examples that provide AI developers and researchers with an optimal scientific computing environment and massive cost savings.