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Those who control this information are the ultimate owners of it and can use it as they see fit. For this reason, many experts believe that symbolic AI still deserves a place in AI research, albeit in combination with more advanced AI applications like neural networks. One such project currently in the pipeline is the Neuro-Symbolic Concept Learner (NSCL). Compared with systems that only use symbolic AI, the NSCL model does not have to face the challenge of analyzing the content of images presented to them. Dr. Lili Mou is an Assistant Professor at the Department of Computing Science, University of Alberta.

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With the numerous shortcomings of symbolic AI, many considered the concept long dead. With how things stand today, this claim discounts the fact that existing systems, such as rule-based AI, use symbolic reasoning as part of their core functionalities. This could increase developer and user confidence in deploying AI systems in high impact areas. While the flurry of interest was certainly immense, it was ultimately met with negative backlash and a class action lawsuit. Today, he works with various creative consultancies or agencies, universities and start-ups in the UK and across the world as a consultant.

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According to Saxena, the goal is to automate tedious manual tasks, increase productivity, and free employees to focus on more meaningful, strategic work. “RPA and cognitive automation help organizations across industries to drive agility, reduce complexity everywhere, and accelerate value of technology investments across their business,” he added. You must start somewhere though and most organisations tend to do so at the more basic end. Your automation could use OCR technology and machine learning to process handling of invoices that used to take a long time to deal with manually. Machine learning helps the robot become more accurate and learn from exceptions and mistakes, until only a tiny fraction require human intervention.

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