Tag · 9 posts
#gpt
Super fast bot creation with Copilot Studio and the Azure OpenAI Assistants API
In a previous post, I discussed the Microsoft Bot Framework SDK that provides a fast track to deploying intelligent bots with the help of the Assistants API. Yet, the journey doesn’t stop there. Copilot Studio, a low-code tool, introduces an even more efficient approach, eliminating the need for intricate bot coding. It empowers developers to…
aiRetrieval with the Azure OpenAI Assistants API
In two previous blog posts, I wrote an introduction to the Azure OpenAI Assistants API and how to work with custom functions. In this post, we will take a look at an assistant that can answer questions about documents. We will create an HR Assistant that has access to an HR policy document. In addition,…
aiUsing tools with the Azure OpenAI Assistants API
Introduction In a previous blog post, I wrote an introduction about the Azure OpenAI Assistants API. As an example, I created an assistant that had access to the Code Interpreter tool. You can find the code here. In this post, we will provide the assistant with custom tools. These custom tools use the function calling…
aiWriting 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…
aiFinding 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: Describe a collection of images. To generate the description, GPT-4 Vision…
aiCreating a custom GPT to query any knowledge base with actions
A while ago, OpenAI introduced GPTs. A GPT is a custom version of ChatGPT that combine instructions, extra knowledge, and any combination of skills. In this tutorial, we are going to create a custom GPT that can answer questions about articles on this blog. In order to achieve that, we will do the following: create…
aiEnhancing Semantic Search with a Streamlit UI
In a previous blog post, we discussed two Python programs, upload_vectors.py and search_vectors.py. These programs were used to create and search vectors, respectively. The upload_vectors.py script created vectors from chunks of a larger text and stored them in Pinecone, while the search_vectors.py script enabled semantic search on the text. In this blog post, we will…
aiPinecone and OpenAI magic: A guide to finding your long lost blog posts with vectorized search and ChatGPT
Searching through a large database of blog posts can be a daunting task, especially if there are thousands of articles. However, using vectorized search and cosine similarity, you can quickly query your blog posts and retrieve the most relevant content. In this blog post, we’ll show you how to query a list of blog posts…
aiStep-by-Step Guide: How to Build Your Own Chatbot with the ChatGPT API
In this blog post, we will be discussing how to build your own chat bot using the ChatGPT API. It’s worth mentioning that we will be using the OpenAI APIs directly and not the Azure OpenAI APIs, and the code will be written in Python. A crucial aspect of creating a chat bot is maintaining…
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