Microsoft Archives

Microsoft

Learn to Implement Responsible AI with Microsoft on Dec 7

Featured Post Azure Microsoftposted by ODSC Team December 1, 2021

As AI becomes integrated with many businesses, organizations, and nonprofits, new dilemmas arise beyond just productivity and efficiency. Responsible AI is paramount to successful AI implementation, ensuring that the algorithms are not just unbiased and objective, but represent the most accurate and current data possible. At... Read more

Scale Model Deployment Anywhere with Azure Arc Enabled Machine Learning

Machine Learning Modeling Azure Microsoftposted by ODSC Community November 30, 2021

The Azure Machine Learning team is excited to announce the public preview of Azure Arc-enabled Machine Learning for inference. This builds on our training preview, enabling customers to deploy and serve models in any infrastructure on-premises and across multi-cloud using Kubernetes. With a simple AzureML extension... Read more

Analyzing COVID Medical Papers with Azure Machine Learning and Text Analytics for Health

Machine Learning Modeling Azure Microsoftposted by ODSC Community November 2, 2021

Since the beginning of the COVID pandemic, there have been more than 700000 scientific papers published on the subject. A human researcher cannot possibly get acquainted with such a huge text corpus — and therefore some help from AI is highly needed. In this post, we... Read more

Introduction to PyTorch

Machine Learning Modeling Azure Microsoft PyTorchposted by ODSC Community September 2, 2021

Recently, Microsoft and PyTorch announced a “PyTorch Fundamentals” tutorial, which you can find on Microsoft’s site and on PyTorch’s site. The code in this post is based on the code appearing in that tutorial, and forms the foundation for a series of other posts, where I’ll explore other... Read more

Model Performance Optimization with TorchServe

Machine Learning Modeling Microsoft TorchServeposted by ODSC Community August 9, 2021

In this blog, we are going to take a look at TorchServe, a feature-rich framework for serving machine learning models. We will go through a variety of experiments to test the performance on different operating systems, thread settings, and a number of workers to discover the... Read more

Optimizing PyTorch Performance: Batch Size with PyTorch Profiler

Data Visualization Modeling Azure Microsoft Profiler PyTorchposted by ODSC Community July 16, 2021

This tutorial demonstrates a few features of  PyTorch Profiler that have been released in v1.9. PyTorch. Profiler is a set of tools that allow you to measure the training performance and resource consumption of your PyTorch model. This tool will help you diagnose and fix machine learning performance issues regardless of whether you are working on one or... Read more

Responsible AI: Interpret-Text with the Unified Information Explainer

Machine Learning Modeling Interpret-Text Microsoftposted by ODSC Community June 12, 2020

In the previous post you got an overview about interpretability, and the different explainers available in the Interpret-Text tool. In this post, you will get an understanding of how to use one of the explainers: Unified Information Explainer. The Unified Information Explainer can be used when a... Read more

Interpret-Text with the Introspective Rationale Explainer

Machine Learning Modeling Interpret-Text Microsoftposted by ODSC Community June 10, 2020

In the previous post, you got an overview about interpretability, and the different explainers available in the Interpret-Text tool. In this post you will get an understanding of how to use one of the explainers: Introspective Rationale Explainer. To generate an outstanding text fragment of important features... Read more

Responsible AI: Interpret-Text with the Classical Text Explainer

Machine Learning Modeling Interpret-Text Microsoftposted by ODSC Community June 8, 2020

In the previous post you got an overview of interpretability, and the different explainers available in the Interpret-Text tool. In this post, you will get an understanding of how to use one of the explainers: Classical Text Explainer. The Classical Text Explainer is an interpretability technique used... Read more

Accelerate your NLP pipelines using Hugging Face Transformers and ONNX Runtime

Featured Post Azure Hugging Face Microsoft ONNXposted by ODSC Community June 4, 2020

This post was written by Morgan Funtowicz from Hugging Face and Tianlei Wu from Microsoft Transformer models have taken the world of natural language processing (NLP) by storm. They went from beating all the research benchmarks to getting adopted for production by a growing number of companies in a record... Read more