Showing results for 2024 - ISE Developer Blog

Dec 6, 2024
2

Implementing Evaluation platform on Azure Machine Learning

David Lee
David Lee

Azure Machine Learning is known for training and deploying models, but can also be used for running experiments. This blog post will show us how we have implemented our Evaluation platform on Azure Machine Learning.

CSEMachine Learning
Nov 29, 2024
0

Semantic Kernel Learnings

Alex Fee Dan Balma
Alex,
Dan

A synopsis of our key learnings and findings from using Semantic Kernel.

CSEFrameworksCognitive Services
Nov 20, 2024
3

Building AI Search for Production in Corporate Environments: Key Lessons

Daniel Taube Alessia Lin Dina Dede
Daniel,
Alessia,
Dina

In the dynamic world of AI and data science developing production-level solutions for corporate environments comes with its own set of challenges and lessons. As a data science team working within Microsoft, we recently completed an engagement for a large company where we leveraged cutting-edge technologies, including OpenAI tools, GPT-4o for gener...

CSE
Nov 15, 2024
1

Accessing Private Resources in Azure

Juan Burckhardt
Juan Burckhardt

A practical guide for developers on connecting to Azure resources with private endpoints through a VPN.

CSEISE
Oct 31, 2024
3

Building a Multi-tenant GenAI gateway using APIM

Sushant Bhalla
Sushant Bhalla

This blog shares insights on developing a GenAI gateway with multi-tenancy and quota management capabilities implemented using Azure APIM where customers can access the GenAI resources across different service tiers like Freemium, Basic, and Premium with each tier having it's own quota and rate limits. The solution used the concept of "Products" to...

CSEISE
Oct 11, 2024
7

Multimodal RAG with Vision: From Experimentation to Implementation

Pratima Sayyaparaju Maitreyi Nair Oscar Fimbres
Pratima,
Maitreyi,
Oscar

This blog post delves into the experimentation journey of fine-tuning a multimodal RAG pipeline to best answer user queries that require both textual and image context. We ran our experiments by systematically testing various approaches, adjusting one configuration setting at a time and using clearly defined evaluation metrics to validate the perfo...

CSEISE
Sep 27, 2024
2

PromptFlow Serve – Benchmark Result Analysis

Dasith Wijesiriwardena
Dasith Wijesiriwardena

In this post we discuss how to test the throughput of PromptFlow pf-serve module and key learnings doing so. We explore the impact on throughput and performance the different WSGI and ASGI hosting methods have and the importance of engineering your Python nodes with the async await pattern for I/O.

CSEISE