machine-learning tasks Archives

Winsage

August 20, 2026

Microsoft brings improved Windows 11 hardware monitoring with upgraded Task Manager

Microsoft released a guide to optimize internet bandwidth usage for Windows 11 update downloads, focusing on policy settings for network efficiency. Enhancements to Task Manager include new columns for monitoring NPU (Neural Processing Unit) and NPU Engine usage, allowing users to see which applications leverage the neural processor. Additional columns for NPU Dedicated Memory and NPU Shared Memory provide insights into memory consumption for AI workloads. Neural engines in GPUs will also be visible on the Performance page. An optional Isolation column has been added to help users evaluate AI workload management. Applications optimized for NPUs will show specific designations in Task Manager, while high CPU usage with idle NPU indicates underutilization of dedicated AI hardware. Users can activate new metrics by right-clicking on column headers in Task Manager.

Tech Optimizer

May 11, 2024

What are AI PCs, and What Makes Them Different?

AI PCs are the next generation of computing that feature specialized hardware and software designed to bring artificial intelligence capabilities directly into machines. Major industry players like Intel and AMD are aiming for mass adoption by 2025, offering enhanced user experiences, performance capabilities, and security measures. AI PCs are equipped with AI accelerators, high-performance GPUs, and advanced software algorithms to handle machine-learning tasks with precision. These computers can engage in natural language processing, data analysis, and tasks with a high level of accuracy. Intel has already introduced its Core Ultra lineup with Neural Processing Units, with a goal of reaching 100 million AI PCs in use by 2025. AI PCs can be identified by their hardware components and AI-centric applications, offering enhanced performance, personalized experiences, improved security, and compatibility with emerging technologies. While the initial cost and learning curve may be drawbacks, certain sectors like data science and software development may find AI PCs transformative for managing complex datasets and AI-related tasks.