Labelled datasets are expensive and time‑consuming to create, but self‑supervised learning (SSL) offers a powerful alternative—letting models learn useful representations from raw data by solving proxy tasks. This article explores how SSL works, common pretext tasks, architecture considerations, domain‑specific adaptations, and practical evaluation strategies to help teams harness unlabeled data for downstream success.
Author: xingxuhui
Quantum Computing in the Enterprise: From Promise to Production
Quantum computing is transitioning from laboratory prototypes to real‑world applications, offering unprecedented acceleration for optimization, simulation, and cryptography. This article explores five practical entry points—quantum‑inspired algorithms, hybrid quantum‑classical workflows, specialization in materials and drug discovery, post‑quantum security, and workforce readiness—to help organizations chart a clear roadmap for quantum adoption.
Navigating the Rise of Used Electric Vehicles: A Buyer’s Guide
As the used‑car market embraces electric vehicles (EVs), buyers face unique considerations—battery health, charging infrastructure, and resale value dynamics. This guide walks you through five critical steps: evaluating battery condition, understanding warranty transfers, assessing charging options, calculating true cost of ownership, and sourcing reputable dealers. With these strategies, you’ll purchase your first or next EV with confidence and clarity.