Transforming PDF Chaos into clarity: Add PDF Insights with Azure AI Search & RAG

A great way to add insights to your unstructured PDFs is by ingesting them into an Azure AI Search Index and adding an LLM on top, also known as the RAG pattern as described in: Enhancing Your Data with Azure: Unlocking Insights through Retrieval-Augmented Generation. This blog posts shows various code snippets, on how to achieve these different steps using Python. The first bit is to setup and populate the Search Index, and the last sections show how to query the search index and enrich the da »

Enhancing Your Data with Azure: Unlocking Insights through Retrieval-Augmented Generation

In the rapidly evolving world of data analytics and AI, new frameworks are popping up every day to enhance the way we interact with and understand our data. One of the most exciting developments is the integration of tailor-made Large Language Models (LLM) into business processes. These models, like Azure OpenAI's GPT-4, are transforming how companies get insights from their data. In this post, we'll dive into how you can leverage Retrieval-Augmented Generation (RAG) using Azure OpenAI and Azure »

Host your own ChatGPT instance using Azure OpenAI

It’s 2023, everyone is playing around with ChatGPT on OpenAI and a new and improved version of GPT is being released every couple of months with lots of new improvements which make you even more effective. The problem with these new models is that they’re only available for customers with OpenAI plus subscriptions, setting you back $20 each month (excluding tax). Instead of using OpenAI’s version, you can also setup your own gpt-4 instance on Azure OpenAI . Great! But what’s in it for me? * »