Microsoft Archives - Open Data Science - Your News Source for AI, Machine Learning & 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

Tutorial: Accelerate and Productionize ML Model Inferencing Using Open-Source Tools

Conferences Machine Learning Modeling ODSC Speaker East 2020 Inferencing Microsoft ONNXposted by ODSC Community March 6, 2020

You’ve finally got that perfect trained model for your data set. Now what? To run and deploy it to production, there’s a host of issues that lie ahead. Performance latency, environments, framework compatibility, security, deployment targets…there are lots to consider! This tutorial will show you how... Read more

Training and Operationalizing Interpretable Machine Learning Models

Machine Learning Modeling Azure East 2020 Microsoftposted by ODSC Community February 21, 2020

AI offers companies the unique opportunity to transform their operations: from AI applications able to predict and schedule equipment’s maintenance, to intelligent R&D applications able to estimate the success of future drugs. However, in order to be able to leverage this opportunity, companies have to learn... Read more