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Artículo: AMZ-B0FZZVXKFT
ONNX RUNTIME WEB: BUILD AI-POWERED APPS WITH WEBGPU AND MACHINE LEARNING: Deploy Stable Diffusion and Transformers Directly in Browsers with Real Projects
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Hardcover
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0.78 kg
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Amazon
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USA
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- Build real on device AI apps that run fast in the browser with WebGPU and ONNX Runtime Web.Developers want private low latency AI without a complex backend. The challenge is turning research models into reliable browser features that load quickly, fit memory limits, and stay responsive across devices.This book gives you a production workflow. You will prepare models, choose execution providers, wire WebGPU or WASM cleanly, and ship two complete projects that prove the approach end to end.set up a secure https development environment and shipable buildschoose webgpu webnn or wasm at runtime and fall back safelyprepare onnx models from pytorch or transformers with the right opsetsimplify graphs convert to ort format and validate accuracyuse io binding to keep tensors on the gpu and cut copiesprobe shader f16 limits and select workgroup sizes that fit devicescache large models with cache storage indexeddb and opfsstream weights with range requests and shard layouts that work on cdnspackage wasm and model assets with cors corp coop and coep set correctlymeasure performance with browser tools and onnx runtime profilingtroubleshoot fallbacks and slow kernels with a repeatable checklistbuild stable diffusion turbo in a worker with webgpu accelerationbuild a transformers toolkit chat embeddings and whisper tiny asrship version pinned repeatable builds with integrity checksadd monitoring error capture and feature telemetry for productionplan security and privacy for permissions storage and fingerprinting risksautomate cross browser and gpu tests with playwright and webdriver bidirun safe rollouts with staged releases crash and performance budgetsThis is a code heavy guide with working TypeScript WGSL and web platform snippets that you can paste into real projects.Get the practical playbook for shipping browser based AI, grab your copy today.
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