In this article, I’ll explain how we can make a call to external functions and this we will be doing using OpenAI’s Assistant API. If you’re not sure about how to get started with Assistant API, then I would recommend you to go back and have a look at my…

Last week OpenAI announced a whole bunch of new features. Out of those, some are game-changing ones like extremely high context length with GPT-4 turbo, reduced prices of existing models, Assistant API, Vision API with GPT 4 turbo, Dall.E API and, lot more. So, out of all those, let’s have…

In my previous article “Passing An Audio File To LLM”, I explained how one can pass an audio file to LLM. In continuation to that, I’m extending this article by adding more value to it by addressing the use case of sensitive information. Let’s say, an audio file contains information…

In this article, I’ll explain about how we can pass an audio file to LLM and I’m taking OpenAI as our LLM. There are many people who prefer audio and video tutorials over reading along with our podcast lovers as listening seems to be more effective for them as compared…

In this article, I’ll explain how you can use Azure Cognitive Search with OpenAI, but before that let’s understand the role of each of these major components. Azure Cognitive Search This is an offering from Azure where we can store our data as high-dimensional vectors where each vector has a certain number of…

In this article, I’ll show you how can you give voice to your chatbot so that you can ask question in your voice and get response back as an audio. To make this entire flow, we need to integrate two services: Azure Speech Service Azure OpenAI Service Which means that…

In this article, I’ll walk you through all the steps required to query your PDFs and get response out of it using Azure OpenAI. Let’s get started by importing the required packages. Import Required Packages Here are the packages which we need to import to get started: from dotenv import load_dotenv from langchain.document_loaders import…

In this article, I’ll guide you through all the steps which are required to utilize Azure search(non-semantic) with OpenAI and Langchain. Before getting started, here are the few prerequisites which need to be satisfied. Prerequisites An Azure account with an active subscription. If you do not have one, you can Create…

This article is the revised version of my previous article published here. Reason for this revision is, GPT Index is renamed to LlamaIndex. Here problem is not only renaming, lot many classes are removed, function parameters are changed and much more. So, let’s get started. In this article, I’ll show…