This guide walks through the fundamentals of Huawei Ascend NPU hardware, the CANN software stack, driver and firmware installation, Kubernetes integration via Docker runtime and device plugin, and a complete ResNet‑50 inference demo on Ascend 310P.
This article walks through implementing a reverse image search system, starting with simple pixel‑based geometric distance, then improving accuracy using ResNet‑derived feature embeddings, accelerating queries with K‑means clustering, and finally deploying a Milvus vector database for fast, scalable similarity retrieval.
Core ML is Apple’s on‑device machine‑learning framework that integrates deep‑learning, decision‑tree, SVM and linear models into iOS apps, leveraging Accelerate, BNNS and Metal Performance Shaders, and the article demonstrates its use with a ResNet‑50 model, Vision APIs, and complete Objective‑C code.
