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Top 10 AI Companies Coming to the ODSC East AI Expo Hall

Business + Management Conferences Azure East 2022 Microsoftposted by ODSC Team March 8, 2022

With ODSC East right around the corner, coming April 19-21, it’s time to focus on some of the hot topics that you need to know. On everyone’s mind of course is artificial intelligence, where it’s going, and what will the future look like as the scale... Read more

Creating Spectrograms and Scaleograms for Signal Classification

Machine Learning Modeling Azure Microsoftposted by ODSC Community February 15, 2022

In this post, I’ll explain how to convert time-series signals into spectrograms and scaleograms, which are image representations of those signals that contain both frequency and time information. In a future post, we’ll use the images created here to classify the signals. I’ll explain the intuition... Read more

Emily Dickinson and the Meter of Mood: An Experiment in Text Analysis

Modeling NLP/Text Analytics Azure Microsoftposted by Jen Looper January 26, 2022

Article by Jen Looper, Principal Cloud Developer Advocate Lead at Microsoft on the Next Generation Team. I tie my Hat — I crease my Shawl — Life’s little duties do — precisely — As the very least Were infinite — to me — I put new... Read more

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