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Introduction to PyTorch

Machine Learning Modeling 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 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 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

Responsible AI: Interpret-Text

Machine Learning Modeling NLP/Text Analytics Microsoftposted by ODSC Community June 2, 2020

Artificial intelligence (AI) systems have a growing impact on people’s lives on an every-day-level, thus it is fundamental to protect people, understand models, and control ai systems. While machine learning (ML) services are constantly developing, Microsoft emphasizes the ethical principles that put people first, meaning that employees are... Read more

Data Stewardship in an AI-Driven Ecosystem: Introducing WhiteNoise

Guest contributor Modeling Microsoftposted by ODSC Community May 29, 2020

WhiteNoise is the newly available Differential Privacy System by OpenDP. The intent of Differential Privacy is to preserve the security of personally identifiable information & prevent against database reconstruction attacks. The methods provided by the WhiteNoise system are part of a toolkit that enables researchers to... Read more

How to Assess AI Systems’ Fairness and Mitigate Any Observed Unfairness Issues

Featured Post Azure Fairlearn Microsoftposted by ODSC Community May 19, 2020

This article discusses how we can assess AI systems’ fairness. As we are leveraging data for making significant decisions that affect individual lives in domains such as health care, justice, finance, education, marketing, and employment, it is important to ensure the safe, ethical, and responsible use... Read more