Synthetic Intelligence | Retrieval Augmented Technology | Multimodality
Fashionable RAG for contemporary fashions.
Multimodal Retrieval Augmented Technology is an rising design paradigm that permits AI fashions to interface with shops of textual content, pictures, video, and extra.
In exploring this subject we’ll first cowl what retrieval augmented era (RAG) is, the thought of multimodality, and the way the 2 are being mixed to make fashionable multimodal RAG techniques. As soon as we perceive the elemental ideas of multimodal RAG, we’ll construct a multimodal RAG system ourselves utilizing Google Gemini and a CLIP model mannequin for encoding.
Who’s this handy for? Anybody enthusiastic about fashionable AI.
How superior is that this publish? Although multimodal RAG is on the forefront of AI, it’s intuitively easy and accessible. This text ought 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 thought…