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The growth in solar photovoltaic systems (solar PV) capacity globally has been near exponential over the past 20 years. Solar PV is expected to be the fastest growing renewable energy source in the US until 2050. The ever increasing efficiency of solar panel technology, combined with improvements in manufacturing, installation,

Developments in machine learning are being felt in a diverse range of sectors. Computer vision based models which have been utilized in transport and the manufacturing industry are now starting to be introduced in areas which have not traditionally been associated with tech innovation, such as corporate accountancy and contract

Dental care is essential for overall wellness. Poor dental health can be an indicator of general unwellness, and can itself lead to potentially dangerous illnesses. The Center for Disease Control in the United States estimates that 1 in 4 Americans show signs of untreated tooth decay and that nearly half

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.