Chat With Custom Data-FAISS Index & Azure ML Prompt Flow — Part 3

This is the third article in continuation to my previous two articles, where I explained about Azure Machine Learning Prompt Flow. Here are those:

Getting started with Azure Prompt Flow

Create, update and test Azure Prompt Flow locally

Most of us would agree that in the realm of Generative AI, adding custom data to chat applications can significantly enhance user experience along with the engagement. There are many different ways to achieve this using different technologies and frameworks. But the two, which I’m going to explain in this article are FAISS Index and Azure Machine Learning Prompt Flow.

FAISS Index

FAISS is short for Facebook AI Similarity Search. It is a library developed by Facebook and can be used to index and retrieve data based on the similarity search.

Azure Machine Learning Prompt Flow

Azure ML Prompt Flow is a feature of Azure Machine Learning and can be utilized to understand and respond to user prompts more effectively. Integration

Integrating Prompt Flow With FAISS

By integrating FAISS Index and Azure ML Prompt Flow, chat applications can provide highly…