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Caring for plants and producing crops for food is a demanding task. Farmers have to deal with a host of issues from disease to bad weather and poor soils. These challenges will only become greater as the global climate changes. As a result the agriculture industry is turning to new

Medical practitioners and AI developers are beginning to bring AI into the world of patient care. Computer vision based AI models can help diagnose conditions, prevent illness and improve recovery. And increasingly AI applications are being developed to help surgeons and reduce surgical complications. AI systems can support skilled surgeons

The development of computer vision based machine learning technology is defined by changes in data needs, company structure, and workforce size. Machine learning companies of all sizes are heavily reliant on access to annotated training data of sufficient quality, at the scales that their projects require. For startups, this could

In the era of internet shopping brick and mortar stalls still have an appeal for many shoppers. Many consumers still enjoy browsing through physical products and comparing in-store deals to find the best bargains. Food sellers and clothing stores are the primary focus of in-store shopping and in-both sectors companies

Computer vision based AI models are required to interpret and operate within a complex world, filled with difference and variety. As a result machine learning algorithms need to be trained with image and video data that reflects a chaotic real world. Image and video datasets for machine learning need to

Managing traffic and transit can be a challenge for city governments. As cities grow so does vehicle congestion. As thousands of vehicles move through urban areas each day they also cause secondary issues. Namely, parking and parking enforcement. To deal with these emerging difficulties city governments are turning to computer

AI can keep businesses and public spaces safe. Computer vision models can take on the burden of security surveillance and ensure that camera systems are monitored 24/7. Developers in this sector are beginning to bring AI applications to market that can support security staff by giving advanced warning of