Resource Use
Resource use refers to the efficient and effective utilization of computing resources such as CPU, memory, storage, and network bandwidth in data science and artificial intelligence applications. Resource use optimization is crucial for achieving high performance and scalability in these applications. It involves techniques such as load balancing, parallel processing, caching, and data compression to minimize resource consumption and maximize throughput. Resource use monitoring and management are also important for identifying bottlenecks, detecting anomalies, and ensuring system reliability and availability. This includes monitoring resource utilization metrics such as CPU usage, memory usage, disk I/O, and network traffic, and taking appropriate actions such as scaling up or down resources, reallocating workloads, or optimizing algorithms to improve performance and reduce costs.
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