Synthetic Intelligence | Retrieval Augmented Technology | Multimodality
Multimodal Retrieval Augmented Technology is an rising design paradigm that enables AI fashions to interface with shops of textual content, pictures, video, and extra.
In exploring this matter we’ll first cowl what retrieval augmented era (RAG) is, the concept of multimodality, and the way the 2 are being mixed to make trendy multimodal RAG programs. As soon as we perceive the basic ideas of multimodal RAG, we’ll construct a multimodal RAG system ourselves utilizing Google Gemini and a CLIP fashion mannequin for encoding.
Who’s this convenient for? Anybody excited by trendy AI.
How superior is that this put up? Despite the fact that multimodal RAG is on the forefront of AI, it’s intuitively easy and accessible. This text needs to be attention-grabbing to senior AI researchers, whereas easy sufficient for a newbie.
Pre-requisites: None
Earlier than we get into Multimodal RAG, let’s briefly go over conventional Retrieval Augmented Technology (RAG). Principally, the concept…