Azure Machine Learning
Use an enterprise-grade service for the end-to-end machine learning lifecycle.
Overview
Azure Machine Learning is a cloud service for accelerating and managing the machine learning project lifecycle. Machine learning professionals, data scientists, and engineers can use it in their day-to-day workflows: Train and deploy models, and manage MLOps. You can create a model in Azure Machine Learning or use a model built from an open-source platform, such as Pytorch, TensorFlow, or scikit-learn. MLOps tools help you monitor, retrain, and redeploy models.
Key Resources
News
| Date | News |
|---|---|
| 12/9/2025 |
Problem Space
Large semi-structured documents such as contracts, invoices, hospital tariff/rate cards multi-page reports, and compliance records often carry essential information that is...
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| 12/3/2025 |
On June 30, 2026, AzureML SDK V1 will reach end of life. The following SDKs which work in tandem with the AzureML SDK V1 will also be retired. azureml-train-core azureml-pipeline ...
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| 12/1/2025 |
As the Women in Machine Learning Workshop (WiML) marks its 20th annual gathering, cofounders, friends, and collaborators Jenn Wortman Vaughan and Hanna Wallach reflect on WiML’s evolution,...
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| 11/21/2025 |
On September 30, 2025, Low-Priority VM will reach end of life. However, you will continue to be supported on Azure Machine Learning until March 31, 2026. To ensure that your clusters are not...
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| 11/18/2025 |
In Part 1 of this series, we explored the key differences between Large Language Models (LLMs) and Small Language Models (SLMs) and why the latter are becoming essential for edge computing.
In...
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| 11/18/2025 |
Overview
Azure Functions on Azure Container Apps (ACA) integrates the high-productivity model of Function-as-a-Service (FaaS) with the flexible, cloud-native hosting environment of Azure...
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| 11/14/2025 |
Table of Contents
Introduction
Our Commitment to Innovation in Key HPC/EDA Areas
Most Effective Price/Performance for Any-Size Workload
Large volume breakthrough mode
Large volumes up to 7.2 PiB...
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| 10/23/2025 |
Why Azure Local?
Azure Local extends Azure to customer-owned infrastructure, enabling local execution of modern and traditional applications across distributed on-premises or edge locations....
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| 10/14/2025 |
Table of Contents
Abstract
Introduction
Unlocking Business Potential with Azure NetApp Files Object REST API
Why is matters
How it works
OneLake shortcuts
Direct path (Object REST API, NFS,...
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| 10/10/2025 |
Introduction
As organizations across industries race to integrate Artificial Intelligence (AI) into their business processes and realize tangible value, one question consistently arises — where...
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| 10/9/2025 |
If you've ever wished for a friendly companion to guide you through the world of data science and machine learning, you're not alone. As part of the "For Beginners" curriculum, I recently built a...
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| 10/9/2025 |
Introduction
As organizations across industries race to integrate Artificial Intelligence (AI) into their business processes and realize tangible value, one question consistently arises — where...
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| 10/1/2025 |
On September 30, 2026, Azure Machine data labeling will be retired. Please transition to 3rd party data labeling providers by 30 September 2026. From today to September 30, 2026, you can...
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| 10/1/2025 |
As organizations accelerate their AI adoption on Microsoft Azure, governance, compliance, and security become critical pillars for success. Deploying AI workloads without a structured compliance...
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| 9/29/2025 |
Securing AI Workloads with Microsoft Defender for Cloud, Purview and Sentinel in Azure Landing Zones
In this blog, we’ll cover:
Why AI Landing Zones matter.
Security threats specific to AI workloads.
Mapping Azure security services into AI Landing Zone design areas.
A reference architecture...
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| 9/25/2025 |
This architecture diagram illustrates a Microsoft Azure AI Landing Zone Pattern — a scalable, secure, and well-governed framework for deploying AI workloads across multiple subscriptions in an...
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| 9/25/2025 |
Governance Principles
Least Privilege: Grant only the permissions required for each role.
Segregation of Duties (SoD): Separate responsibilities for build, deploy, operate, and...
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| 9/17/2025 |
Are you ready to take your learning from “just reading” to “actively doing”? We are launching a series of interactive events designed to help you bridge the gap between theory and practice,...
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| 9/8/2025 |
What Is the Azure Well-Architected Framework?
The Azure Well-Architected Framework is a set of guiding principles that help cloud architects build high-quality solutions on Azure. It is...
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| 8/4/2025 |
In this issue:
Ace Aviator of the Month
News from our product group
News from our community
Ace Aviator of the Month
August Ace Aviator: Jenny Anderson
Jenny Andersson - Integration Architect...
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