Post Overview

  • A look at the Azure OpenAI Assistants API

    A look at the Azure OpenAI Assistants API

    Introduction A while ago, I looked at the OpenAI Assistants API. In February of 2024, Microsoft have released their Assistants API in public preview. It works in the same way as the OpenAI Assistants API while being able to use it with Azure OpenAI models, deployed to a region of your choice. The goal of Read more

  • Deploy a flow created in Prompt Flow with Docker

    Deploy a flow created in Prompt Flow with Docker

    Update: this post used an older version of Prompt Flow at the time. It had some issues with building and running the Docker image without issues. In version 1.5.0, it should work fine because the Dockerfile now also installs gcc. In the previous post, we created a flow with Prompt Flow in Visual Studio Code. Read more

  • Writing your first flow with Prompt Flow in Visual Studio Code

    Writing your first flow with Prompt Flow in Visual Studio Code

    In this blog post, we will create a flow with Prompt Flow in Visual Studio Code. Prompt Flow is a suite of development tools to build LLM-based AI applications. It tries to cover the end-to-end development cycle, including prototyping, testing and deployment to production. In Prompt Flow, you create flows. Flows link LLMs (large language Read more

  • Building an Azure AI Search index with a custom skill

    Building an Azure AI Search index with a custom skill

    In this post, we will take a look at building an Azure AI Search index with a custom skill. We will use the Azure AI Search Python SDK to do the following: If you are more into videos, I already created a video about this topic. In the video, I use the REST API to Read more

  • Finding images with text and image queries with the help of GPT-4 Vision

    Finding images with text and image queries with the help of GPT-4 Vision

    With the gpt-4-vision-preview model available at OpenAI, it was time to build something with it. I decided to use it as part of a quick solution that can search for images with text, or by providing a similar image. We will do the following: The end result should be that when I search for desert Read more

  • Using Integrated Vectorization in Azure AI Search

    Using Integrated Vectorization in Azure AI Search

    The vector search capability of Azure AI Search became generally available mid November 2023. With that release, the developer is responsible for creating embeddings and storing them in a vector field in the index. However, Microsoft also released integrated vectorization in preview. Integrated vectorization is useful in two ways: First, let’s look at defining a Read more