GPU
A specialized processor designed to accelerate parallel computations, essential for modern AI and machine learning workloads.
GPUs are optimized for parallel processing, making them ideal for training deep learning models and performing large-scale inference. They are available as on-premises hardware or as cloud-based GPU instances, enabling organizations to scale AI workloads efficiently.
Benefits include faster computation, support for distributed training, and the ability to handle complex models and large datasets. Leading cloud providers offer GPU-enabled instances for flexible, on-demand access.
Best practices include selecting the right GPU type for your workload, leveraging distributed frameworks, and monitoring resource utilization to maximize performance and cost efficiency.