Choosing which machine learning model to use, sharing a model with a colleague, and quickly trying out a model are all reasons why you may find yourself wanting to quickly run inference on a model. You can configure your environment and download Jupyter notebooks, but it would be nicer if there was a way to…Read more
Welcome to KubeCon Europe 2022. While I am unfortunately stuck in rainy Seattle (coldest start to May in 20 years), I’m excited that many of our cloud-native Azure folks will be able to experience sunny Valencia. It’s especially exciting for KubeCon to be the first chance for parts of the Azure Kubernetes Service (AKS) team…Read more
Mohit Ayani, Solutions Architect, NVIDIA Shang Zhang, Senior AI Developer Technology Engineer, NVIDIA Jay Rodge, Product Marketing Manager-AI, NVIDIA Transformer-based models have revolutionized the natural language processing (NLP) domain. Ever since its inception, transformer architecture has been integrated into models like Bidirectional Encoder Representations from Transformers (BERT) and Generative Pre-trained Transformer (GPT) for performing tasks…Read more
Scale, performance, and efficient deployment of state-of-the-art Deep Learning models are ubiquitous challenges as applied machine learning grows across the industry. We’re happy to see that the ONNX Runtime Machine Learning model inferencing solution we’ve built and use in high-volume Microsoft products and services also resonates with our open source community, enabling new capabilities that…Read more
This post was co-authored by Jithun Nair and Aswin Mathews, members of technical staff at AMD. In recent years, large-scale deep learning models have demonstrated impressive capabilities, excelling at tasks across natural language processing, computer vision, and speech domains. Companies now use these models to power novel AI-driven user experiences across a whole spectrum of…Read more
In our previous blog, we spoke about the progress we have made for the eBPF for Windows project. A key goal for us has been to meet developers where they are. As a result, enabling eBPF programs written for Linux to run on top of the eBPF for Windows platform is very important to us….Read more
Open source has forever changed software development for the better. It has allowed developers from around the world to connect, collaborate, and build tomorrow’s technology. Microsoft culturally adopted an open mindset under Satya Nadella and internally changed the way software was developed. Microsoft is continually learning how to be a better open-source partner and support…Read more
Today, we are excited to announce an open-source project called Azure AD workload identity for Kubernetes. It leverages the public preview capability of Azure AD workload identity federation. With this project, developers can use native Kubernetes concepts of service accounts and federation to access Azure AD protected resources, such as Azure and Microsoft Graph, without needing…Read more
“Tech companies born with an open source mentality get it. It’s our ability to work together that makes our dreams believable and, ultimately, achievable. We must learn to build on the ideas of others”—Satya Nadella Whenever I teach open source at Microsoft, I open with this quote from Satya. Whether new to Microsoft, or learning…Read more
ONNX Runtime now supports building mobile applications in C# with Xamarin. Support for Android and iOS is included in the ONNX Runtime release 1.10 NuGet package. This enables C# developers to build AI applications for Android and iOS to execute ONNX models on mobile devices with ONNX Runtime. ONNX Runtime is the open source project…Read more
Securing the software supply chain and verifying that chain is hard for any software, and containers running in Kubernetes are no exception. Operational best practices like image signing, scanning, provenance verification, and ensuring these operations have been properly completed with signed software bill of materials (SBoMs) are all required, and tons of tools are appearing…Read more
eBPF is a well-known, but revolutionary, technology for providing programmability, extensibility, and agility. eBPF has been applied to use cases such as denial-of-service protection and observability. In May 2021, we announced the effort to make eBPF work on Windows, and were encouraged by the huge amount of interest. Six months have passed since then, and…Read more
Microsoft Open Source Blog