Data goes far beyond text—it is inherently multimodal, encompassing images, video, audio, and more, often in complex and unstructured formats. While the common method is to convert PDFs, scanned images, slides, and other documents into text, it is challenging to capture all information in text format, as shown in Figure 1. The loss of visual information in text motivated the development of…
]]>Large language models (LLMs) are transforming the AI landscape with their profound grasp of human and programming languages. Essential for next-generation enterprise productivity applications, they enhance user efficiency across tasks like programming, copy editing, brainstorming, and answering questions on a wide range of topics. However, these models often struggle with real-time events and…
]]>Recommender systems (RecSys) have become a key component in many online services, such as e-commerce, social media, news service, or online video streaming. However with the growth in importance, the growth in scale of industry datasets, and more sophisticated models, the bar has been raised for computational resources required for recommendation systems. To meet the computational demands…
]]>Recommender systems (RecSys) have become a key component in many online services, such as e-commerce, social media, news service, or online video streaming. However with their growth in importance, the growth in scale of industry datasets, and more sophisticated models, the bar has been raised for computational resources required for recommendation systems. After NVIDIA introduced Merlin…
]]>