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Property investment in the UK continues to be a popular avenue for building wealth, offering stability, strong returns, and potential for long-term growth. However, identifying requires a systematic approach, combining market analytics with a keen eye for trends.

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Generative adversarial networks (GANs), first published in 2014, are among the most important concepts in modern artificial intelligence (AI). Bridging deep learning and game theory, GANs are used to generate or "imagine" new objects with desired properties. Since 2016, multiple GANs with reinforcement learning (RL) have been successfully applied in pharmacology for de novo molecular design. Those techniques aim at a more efficient use of the data and a better exploration of the chemical space. We review recent advances for t