AI + Machine Learning | Page 3 of 5 | Microsoft Open Source Blog

Project updates September 2, 2021 5 min read

ONNX Runtime Web—running your machine learning model in browser

We are introducing ONNX Runtime Web (ORT Web), a new feature in ONNX Runtime to enable JavaScript developers to run and deploy machine learning models in browsers.

July 13, 2021 3 min read

Accelerate PyTorch training with torch-ort

With a simple change to your PyTorch training script, you can now speed up training large language models with torch_ort.

Project updates July 13, 2021 4 min read

ONNX Runtime release 1.8.1 previews support for accelerated training on AMD GPUs with the AMD ROCm™ Open Software Platform

This post was co-authored by Jeff Daily, a Principal Member of Technical Staff, Deep Learning Software for AMD.

Tutorials and demos July 9, 2021 7 min read

Simple steps to create scalable processes to deploy ML models as microservices

This post was co-authored by Alejandro Saucedo, Director of Machine Learning Engineering at Seldon Technologies.

June 30, 2021 7 min read

Journey to optimize large scale transformer model inference with ONNX Runtime

With its resource-efficient and high-performance nature, ONNX Runtime helped us meet the need of deploying a large-scale multi-layer generative transformer model for code, a.

February 18, 2021 5 min read

Create privacy-preserving synthetic data for machine learning with SmartNoise

Watch our webinar on Open Data Science Conference Read the white paper on SmartNoise Differential Privacy machine learning case studies The COVID-19 pandemic demonstrates the tremendous importance of sufficient and relevant data for research, causal analysis, government action, and medical progress.

Project updates December 17, 2020 5 min read

Accelerate and simplify Scikit-learn model inference with ONNX Runtime

Scikit-learn is one of the most useful libraries for general machine learning in Python.

Project updates December 14, 2020 1 min read

ONNX Runtime scenario highlight: Vespa.ai integration

Since its open source debut two years ago, ONNX Runtime has seen strong growth with performance improvements, expanded platform and device compatibility, hardware accelerator support, an extension to training acceleration, and more.

Project updates November 24, 2020 3 min read

Adding RoBERTa NLP to the ONNX model zoo for natural language predictions

In summer 2019, I worked as a high school intern for the ONNX AI team at Microsoft and loved working on various projects with the team, including the BERT text classification model.

Tutorials and demos October 21, 2020 4 min read

How to deploy Elastic Cloud on Microsoft Azure

From startups to the global 2000, Elastic powers search solutions for thousands of companies worldwide to find documents, monitor infrastructure, protect against security threats, and more.

Project updates October 12, 2020 2 min read

Introducing ONNX Runtime mobile – a reduced size, high performance package for edge devices

ONNX Runtime is an open source project that is designed to accelerate machine learning across a wide range of frameworks, operating systems, and hardware platforms.

Tutorials and demos September 29, 2020 4 min read

Accelerate traditional machine learning models on GPU with ONNX Runtime

With the growing trend towards deep learning techniques in AI, there are many investments in accelerating neural network models using GPUs and other specialized hardware.