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

A Walk in the Tidyverse

Modeling Microsoftposted by ODSC Community September 14, 2022

If you worked with R to explore a dataset and build a report from this analysis, you have probably heard about the tidyverse. If you used R in your data science project, to fit a predictive model able to produce the most accurate prediction possible for... Read more

MLOps V2 Solution Accelerator – Unifying MLOps at Microsoft

Machine Learning Modeling Azure Microsoft MLOpsposted by ODSC Community September 14, 2022

MLOps means different things to different people, however, the fundamental essence of MLOps is to deliver models into productions faster with a consistent, repeatable, and reliable approach. Machine Learning Operations (MLOps) is key to accelerating how data scientists and ML engineers can impact organizational needs. A... Read more

Many Models Training with Hyperparameter Optimization

Machine Learning Modeling Azure Microsoftposted by ODSC Community August 22, 2022

This article presents an approach for you to train multiple machine learning models, optimizing the hyperparameters of each model in an automated way with Azure Machine Learning. Before getting into the part where I explain how to do this, let’s first get a better understanding of... Read more

How to Choose the Best GPU Optimized VM Sizes for Your Project on Azure

Modeling Azure Microsoftposted by ODSC Community August 22, 2022

A common problem that data scientists face when training and deploying their machine learning models is the choice of the right type and size of hardware. Migrating machine learning tasks on the Cloud significantly simplified the data scientist’s job, who now just needs to login into... Read more

How a Neural Network Sees a Cat

Deep Learning Modeling Microsoftposted by ODSC Community July 12, 2022

As human beings, we know what a cat looks like. But what about neural networks? In this post, we reveal what a cat looks like inside a neural network brain, and also talk about adversarial attacks. Real and Ideal cat. Image on the left is from Unsplash... Read more

Azure Machine Learning CLI v2 and Python SDK v2

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

Azure Machine Learning is committed to simplifying the adoption of its platform for training and production cycles. Over the last several months, we have worked on adding support for workflows using command lines and support for scripts in multiple languages. We have also worked on bringing... Read more

AI Gets Bigger and Better: Microsoft’s AI-at-Scale Predictions

Featured Post Azure East 2022 Microsoftposted by Elizabeth Wallace, ODSC June 1, 2022

Two years ago, when Luis Vargas, Ph.D. of Microsoft AI addressed ODSC, he told the story of his daughter learning multiple languages as a small child and how this hidden complexity transferred to teaching machines to learn. The development of AI follows a similar path as... Read more

AIOps with Azure Metrics Advisor

Modeling AIOps Azure Azure Metrics Advisor Microsoftposted by ODSC Community May 18, 2022

AIOps is a term introduced by Gartner in 2016, referring to AI for IT Operations. It combines big data and machine learning to automate IT operations processes, including event correlation, anomaly detection, and causality determination. As more companies adopt digital transformation initiatives, we are seeing an explosion... Read more

Extracting Information From Unstructured Documents with Azure Form Recognizer

Modeling Azure Microsoftposted by ODSC Community April 28, 2022

Extracting information from unstructured documents such as contracts is usually manual and involves tediously reading and understanding substantial amounts of documents to find specific information and manually extracting the information to digitize it. The process consumes a significant amount of a lawyer’s billable hours and is... Read more

Creating Managed Online Endpoints in Azure ML

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

Suppose you’ve trained a machine learning model to accomplish some task, and you’d now like to provide that model’s inference capabilities as a service. Maybe you’re writing an application of your own that will rely on this service, or perhaps you want to make the service... Read more