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AI - Machine Learning Blog
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2,528

Fine-tuning Florence-2 for VQA (Visual Question Answering) using the Azure ML Python SDK and MLflow

Daekeun_Kim on Jul 02 2024 06:06 AM
Learn step-by-step how to perform fine-tuning and serving of the Microsoft's Florence-2 model with Azure ML.
8,303

Secure Model Deployments with Microsoft Entra and Managed Online Endpoints

SeokJin_Han on May 28 2024 10:41 AM
With Microsoft Entra and Azure Machine Learning managed online endpoints, you can consume multiple endpoints using a sin...
2,618

Evaluating Large and Small Language Models on Custom Data Using Azure Prompt Flow

Priya_Kedia on May 23 2024 05:56 AM
The Evolution of AI and the Challenge of Model Selection AI is revolutionizing industries with advanced language models ...
3,507

Introducing the Azure AI Model Inference API

santiagxf on May 21 2024 09:10 AM
The Azure AI Model Inference is an API that exposes a common set of capabilities for foundational models and that can be...
2,850

Expanding the Azure AI Model Catalog Ecosystem

Sharmichock on May 21 2024 08:55 AM
Join us as we unveil groundbreaking updates to the Azure AI model catalog, featuring the general availability of Models ...
7,558

Announcing TimeGEN-1 in Azure AI: Leap Forward in Time Series Forecasting

KritiFaujdar on May 21 2024 08:30 AM
We're thrilled to unveil a significant addition to the Azure AI model catalog at Microsoft Build 2024—the integration of...
4,681

Evaluating Small Language Models for RAG using Azure Prompt Flow (LLama3 vs Phi3)

maljazaery on May 15 2024 11:38 AM
In recent times, small language models have made significant strides in terms of quality and context size. These advance...
15.4K

Finetune Small Language Model (SLM) Phi-3 using Azure Machine Learning

mrajguru on May 05 2024 11:27 PM
Unlock the potential of AI with Azure Machine Learning's phi-3: Finetune your own Small Language Model (SLM) to perfecti...
6,857

Introducing Snowflake Arctic in Azure AI model catalog

TinaManghnani on Apr 26 2024 06:00 AM
Discover the exciting new integration of Snowflake Arctic in Azure AI model catalog, expanding our collaboration with Sn...
53.1K

Introducing Meta Llama 3 Models on Azure AI Model Catalog

ThasmikaGokal on Apr 18 2024 12:39 PM
Unveiling the next generation of Meta Llama models on Azure AI: Meta Llama 3 is here! With new capabilities, including i...
2,164

Visionary Disruption: High-level Insights with Azure Video Indexer & GPT-4 Turbo with Vision

niroron on Apr 16 2024 07:09 AM
Explore how Azure Video Indexer and GPT-4 Turbo with Vision are revolutionizing video analysis across industries, from e...
12.6K

An Enterprise Design for Azure Machine Learning - An Architect's Viewpoint

nimoore on Apr 11 2024 06:01 PM
This article provides an opinionated design for an enterprise-level data science capability, implemented within an Azure...
2,738

#MarchResponsibly: Creating effective security guardrails with metaprompt/system message engineering

Sarah_Young on Mar 27 2024 09:46 PM
In this new age of AI-enabled applications, prompt engineering can help protect against new AI harms and security issues...
5,677

Elevating AI with Databricks on Azure: Introducing the Latest Large Language Models

Sharmichock on Mar 27 2024 05:05 AM
Join us on a journey through the synergy of Databricks and Azure, where cutting-edge data capabilities meet scalable clo...
5,385

Fundamental of Deploying Large Language Model Inference

mrajguru on Mar 26 2024 06:15 AM
"Deploying Large Language Models: Tips & Tricks" explores the complexities of hosting large language models, including c...
6,733

Leveraging NVIDIA Triton Inference Server and Azure AI for Enhanced Inference Efficiency

Richardtso on Mar 15 2024 09:00 AM
Inference is where AI training goes to work for enterprises, delivering the most visible returns on AI investments. Infe...
3,098

#MarchResponsibly with AI: Insights & Best Practices

Ruth Yakubu on Mar 08 2024 04:34 PM
As we celebrate Women’s History Month, join us in the month-long initiative, as we share harms, technical resources, Clo...
3,382

Unleashing the Power of SAM in Azure Machine Learning and Azure AI Studio

shubhamsoni on Feb 28 2024 11:53 PM
Unlock the Future of Image Processing with SAM on Azure AI Studio Dive into the cutting-edge world of artificial intelli...
39.6K

Mistral Large, Mistral AI's flagship LLM, debuts on Azure AI Models-as-a-Service

ManojBableshwar on Feb 26 2024 06:02 AM
Microsoft is partnering with Mistral AI to bring its Large Language Models (LLMs) to Azure. Mistral AI’s OSS models, Mix...
8,508

The AI Study Guide: Azure Machine Learning Edition

NatalieM on Feb 21 2024 10:39 AM
Hi! It's me, Natalie, your Azure AI and ML learning guru. This month we’re putting on our thinking caps to investigate A...
2,934

Vision Transformer Learning with AML (Part 1)

antonslutsky on Feb 14 2024 10:05 AM
Object recognition, semantic segmentation, object classification and other applications of visual learning are showing p...
3,879

A Guide to Optimizing Performance and Saving Cost of your Machine Learning (ML) Service - Part 2

aishanibhalla on Jan 29 2024 03:34 PM
Now that you've basic idea of what your ML model service will look like, let's look at some recommendations on Azure and...

Latest Comments

RohanP1810
in Introducing Meta Llama 3 Models on Azure AI Model Catalog on Jul 08 2024 02:24 PM
Hi, I've created a mistral-large deployment. I want to experiment with moving my prompts from GPT-4 to Mistral. Currently, we're performing RAG using the extra_body parameter in client.chat.completions.create with GPT-4. This works fine for GPT-4, but when moving to a client = MistralClient() I can ...
0 Likes
Walter Ciscato
in Introducing the Azure AI Model Inference API on Jul 07 2024 08:43 AM
@santiagxf Any information's/dates (Preview/GA) when Serverless API endpoints will support private networking?Thank you for your support and help.
0 Likes
REGS_REGS15
in How to create a Responsible AI dashboard to debug AI models (Part 3) on Jul 04 2024 04:23 PM
Did you find a way to solve this error: The passed model cannot be used for getting predictions via predict?
0 Likes
mrajguru
in Finetune Small Language Model (SLM) Phi-3 using Azure Machine Learning on Jul 01 2024 12:41 AM
@mimillet disable flash attention if your GPU does not support it. Here model_kwargs = dict( use_cache=False, trust_remote_code=True, attn_implementation="flash_attention_2", # loading the model with flash-attenstion support torch_dtype=torch.bfloat16, device_map=None )
0 Likes
sasina
in Introducing Meta Llama 3 Models on Azure AI Model Catalog on Jun 30 2024 07:38 AM
Hello @RohanP1810, Yes, you can use Mistral models with chat completions on Azure AI services to perform RAG by combining Azure Cognitive Search for retrieval with Azure OpenAI Service for generation. This approach should leverage the strengths of both retrieval-based and generative models to provid...
0 Likes