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

Training Your PyTorch Model Using Components and Pipelines in Azure ML

Machine Learning Modeling Azure Microsoft PyTorchposted by ODSC Community January 23, 2023

In this post, we’ll explore how you can take your PyTorch model training to the next level, using Azure ML. In particular, we’ll see how you can split your training code into multiple steps that can be easily shared and reused by others, and how you... Read more

Getting Started with ML.NET

Machine Learning Modeling Microsoft ML.NETposted by ODSC Community January 17, 2023

Machine learning (ML) is everywhere. We use ML-empowered applications every day: when choosing the next TV series to watch based on Netflix recommendations for example, or when asking Alexa to play our favorite song. Soon every application on every platform will incorporate some ML capabilities, empowering... Read more

Training and Deploying Your PyTorch Model in the Cloud with Azure ML

Machine Learning Modeling Azure Microsoft PyTorchposted by ODSC Community January 16, 2023

You’ve been training your PyTorch models on your machine, and getting by just fine. Why would you want to train and deploy them in the cloud? Training in the cloud will allow you to handle larger ML models and datasets than you could train on your... Read more

Enabling Resilient Machine Learning Systems

Machine Learning Modeling Azure Microsoftposted by ODSC Community December 9, 2022

Resilient machine learning systems are fast, accurate, and flexible. They assist you in your day-to-day tasks for maximum efficiency, they leverage the latest software and hardware for the fastest performance, and they guide you through complex tasks for the best accuracy. The Azure ML team has... Read more

Evaluate ML Models with Azure Machine Learning’s Responsible AI Insights

Modeling Azure Microsoftposted by ODSC Community November 14, 2022

In December 2021, we introduced the Responsible AI dashboard, a comprehensive experience bringing together several mature Responsible AI tools in the areas of data explorer (to proactively identify whether there is sufficient data representation for the variety of data subgroups), fairness assessment (to assess and identify... Read more

Microsoft Introduces Designer Which Allows You to Use Text-to-Image Tech in-App

AI and Data Science News Microsoftposted by ODSC Team October 17, 2022

Not to be outdone by artificial intelligent powered image generation technology, Microsoft has announced that it will be integrating these tools into a variety of its products and services such as its Bing Search Engine, Edge web browser, and a new Office app called Microsoft Designer.... Read more

How to Connect Azure Synapse Analytics to Power BI

Featured Post Modeling Analytics Azure Microsoftposted by ODSC Team October 11, 2022

The first question on your mind, well that is if you are unfamiliar with Azure Synapse Analytics is probably, what is Azure Synapse? Azure Synapse Analytics is an analytics service that enables you to bring together data integration, warehousing and big data analytics. Using Azure Synapse... Read 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