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Computer vision based AI models are transforming the online shopping experience. Companies, like Amazon and eBay, that facilitate consumer to consumer selling amass enormous online inventories, featuring billions of individual listings. A consequence of the ever increasing size of online shopping catalogues is increasing complexity for consumers. Finding the right

The number of use cases for AI is almost limitless. Machine learning has led to AI models that can save people in natural disasters, perform surgery or improve the performance of top-class athletes. One interesting emerging computer vision application is helping pet owners and farmers to interpret animal behaviour and

The management of waste is an often unseen but essential task that ensures our communities, businesses and hospitals can function safely. Sorting, extracting and disposing of waste is a difficult and dirty job that can expose workers to potentially dangerous substances. Computer vision based AI models are beginning to be

E-scooters have become a popular and visible feature of many city streets. The micro-mobility market that these machines have helped to create has grown significantly in recent years, and this trend is expected to continue. Scooter-sharing systems in major cities allow users to traverse smaller areas more quickly than walking.

Bias in training data for computer vision AI can lead to models that perform poorly in the real world and can even leave companies open to charges of discrimination. This is particularly important in a public facing industry like retail. AI has the potential to transform many aspects of in-store

Annotated video training data plays an important role in the development of computer vision based AI models for robotics applications. By labeling each frame of video training data annotators create vital contextual information that allows AI systems to function effectively on busy production lines and in crowded warehouses. Video annotation

AI powered technology is making storing and preparing food simpler and more efficient. Computer vision based AI models are beginning to become commonplace on our roads and in public spaces, but increasingly the benefits of this technology are being felt in our homes. By helping people to manage their food