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The Unstructured Data Funnel. Why a funnel is the centre of the war… | by Hugo Lu | Dec, 2023

Why a funnel is the centre of the war between data’s heaviest hitters Unstructured data takes varying forms. It’s typically text-heavy, but may contain data such as dates, numbers, and dictionaries as well. Data Engineers commonly encounter unstructured data in the form of deeply-nested jsons. However the term “unstructured” data really refers to anything non-tabular;…

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This AI Paper Introduces BioCLIP: Leveraging the TreeOfLife-10M Dataset to Transform Computer Vision in Biology and Conservation

Many branches of biology, including ecology, evolutionary biology, and biodiversity, are increasingly turning to digital imagery and computer vision as research tools. Modern technology has greatly improved their capacity to analyze large amounts of images from museums, camera traps, and citizen science platforms. This data can then be used for species delineation, understanding adaptation mechanisms,…

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This AI Paper Unveils ‘Vary’: A Novel Approach to Expand Vision Vocabulary in Large Vision-Language Models for Advanced Multilingual Perception Tasks

Large Vision-Language Models (LVLMs) combine computer vision and natural language processing to generate text descriptions of visual content. These models have shown remarkable progress in various applications, including image captioning, visible question answering, and image retrieval. However, despite their impressive performance, LVLMs still face some challenges, particularly when it comes to specialized tasks that require…

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