Machine Learning with Wasm (wasi-nn) - Andrew Brown & Mingqiu Sun, Intel

Machine Learning with Wasm (wasi-nn) - Andrew Brown & Mingqiu Sun, Intel

WebAssembly provides an ideal portable form of deployment for machine learning models. WASI-NN is a Web Assembly System Interface (WASI) module that allows for near-native performance on a variety of devices such as CPU with AVX512, GPU, TPU, and FPGA. We will present the WASI-NN interface design and a reference implementation in Wasmtime. We will provide a step-by-step guide and a demo on how to build all relevant components, and write an image classification application with sample code in Rust and AssemblyScript. We will also demonstrate the performance advantages of WASI-NN over alternative approaches.

Machine Learning with Wasm (wasi-nn) - Andrew Brown & Mingqiu Sun, Intel

WebAssembly provides an ideal portable form of deployment for machine learning models. Although a whole machine learning framework could be potentially compiled into Wasm, special hardware acceleration is often needed in order to be performant, which is difficult to do within Wasm with the limited support of parallelism. WASI-NN is a Web Assembly System Interface (WASI) module that allows for near-native performance on a variety of devices such as CPU with AVX512, GPU, TPU, and FPGA. In this talk, we will present the WASI-NN interface design and a reference implementation in Wasmtime. We will provide a step-by-step guide and a demo on how to build all relevant components, and write an image classification application with sample code in Rust and AssemblyScript. We will also demonstrate the performance advantages of WASI-NN over alternative approaches.

wasm webassembly machine-learning rust

What is Geek Coin

What is GeekCash, Geek Token

Best Visual Studio Code Themes of 2021

Bootstrap 5 Tutorial - Bootstrap 5 Crash Course for Beginners

Nest.JS Tutorial for Beginners

Hello Vue 3: A First Look at Vue 3 and the Composition API

Hire Machine Learning Engineer | Offshore Machine Learning Experts

We are a Machine Learning Services provider offering custom AI solutions, Machine Learning as a service & deep learning solutions. Hire Machine Learning experts & build AI Chatbots, Neural networks, etc. 16+ yrs & 2500+ clients.

5 Latest Technology Trends of Machine Learning for 2021

Check out the 5 latest technologies of machine learning trends to boost business growth in 2021 by considering the best version of digital development tools. It is the right time to accelerate user experience by bringing advancement in their lifestyle.

Hire Machine Learning Developers in India

We supply you with world class machine learning experts / ML Developers with years of domain experience who can add more value to your business.

Applications of machine learning in different industry domains

We supply you with world class machine learning experts / ML Developers with years of domain experience who can add more value to your business.

Hire Machine Learning Developer | Hire ML Experts in India

We supply you with world class machine learning experts / ML Developers with years of domain experience who can add more value to your business.