This keynote will highlight common myths surrounding AI, how it is affecting human life and software, discuss "Deeply Inclusive AI" and future of humans in an AI world. We live in a golden age where technology influences every facet of our daily lives. This is especially true with the coming of "Artificial Intelligence" (AI). AI is everywhere – from virtual assistants like Alexa, Google Home and Siri to aiding the creation of new disruptive technology like autonomous cars, blockchain and cryptocurrency. Areas of healthcare, finance, retail, customer analytics and manufacturing have already started seeing positive effects of using AI, many of which we would have never thought is possible just a few years ago.

The process of liquidity provision in financial markets can result in prolonged exposure to illiquid instruments for market makers. In this case, where a proprietary position is not desired, pro-actively targeting the right client who is likely to be interested can be an effective means to offset this position, rather than relying on commensurate interest arising through natural demand. In this paper, we consider the inference of a client profile for the purpose of corporate bond recommendation, based on typical recorded information available to the market maker. Given a historical record of corporate bond transactions and bond meta-data, we use a topic-modelling analogy to develop a probabilistic technique for compiling a curated list of client recommendations for a particular bond that needs to be traded, ranked by probability of interest. We show that a model based on Latent Dirichlet Allocation offers promising performance to deliver relevant recommendations for sales traders.

Nasa has announced that it has found evidence of flowing water on Mars. Scientists have long speculated that Recurring Slope Lineae -- or dark patches -- on Mars were made up of briny water but the new findings prove that those patches are caused by liquid water, which it has established by finding hydrated salts. Several hundred camped outside the London store in Covent Garden. The 6s will have new features like a vastly improved camera and a pressure-sensitive "3D Touch" display