What is multimodal modular RAG?
Multimodal data combines different forms of information, such as text, images, audio, and video, to enrich data analysis and interpretation. Meanwhile, a system is a modular RAG system when it utilizes distinct modules for handling different data types and tasks. Each module is specialized; for example, one module will focus on text and another on images, demonstrating a sophisticated integration capability that enhances response generation with retrieved multimodal data.
The program in this chapter will also be multisource through the two datasets we will use. We will use the LLM dataset on the drone technology built in the previous chapter. We will also use the Deep Lake multimodal VisDrone dataset, which contains thousands of labeled images captured by drones.
We have selected drones for our example since drones have become crucial across various industries, offering enhanced capabilities for aerial photography, efficient agricultural monitoring...
