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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

How to Plan a Legacy Data Warehouse Migration to the Cloud

Business + Management Azureposted by Gaurav Belani October 1, 2021

Many companies are moving their legacy data warehouse to the cloud for a variety of reasons such as cost savings, scalability, use of data analytics for business growth, and improved integration. Spotify, an audio streaming platform, moved to Google Cloud Platform (GCP) in 2015 to handle... Read more

MLOps: 2021’s Must Have Skill

Business + Management Featured Post Azure MLOpsposted by Sheamus McGovern October 1, 2021

For most practitioners, the machine learning workflow is straightforward. Training, validation, and deploying models can all be done manually. As machine learning pipelines grow more complex and technical risks increase, however, this is no longer scalable either technically or culturally. Manual processes lack robustness and discipline... Read more

How to Deploy SAS and Open-Source Models to Azure Machine Learning with SAS Model Manager

Machine Learning Modeling Azure SAS SAS Blogsposted by ODSC Community September 22, 2021

In 2020, SAS and Microsoft announced their partnership with the common goal to inspire greater trust and confidence in every data-driven decision, by driving innovation and proven AI in the cloud. Artificial Intelligence (AI) is changing the way people and organizations improve decision-making and move about... 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

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

2021 Trends Data Scientists Should Follow

Featured Post 2021 Azure SAS Blogsposted by ODSC Community March 31, 2021

I read analyst reports to keep myself up to date with what is going on in the analytics and AI world. An analyst report offers an unbiased, side-by-side, third-party evaluation of the technology in the market. I trust them because I have lived through the rigorous... Read more

Shell and Microsoft Announce the Open AI Energy Initiative for AI-Based Energy Solutions

AI and Data Science News Azureposted by ODSC Team February 16, 2021

This month, Shell, Microsoft, C3.ai, and Baker Hughes announced the launch of their collaborative AI initiative, Open AI Energy Initiative™ (OAI). Designed for the process and energy sectors, OAI is an open-source tool that offers AI-based solutions, diagnostics, and monitoring to prevent crucial issues. Context Currently,... Read more