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His research interests include deep learning applied to natural language processing as well as programming language processing. He has publications at top conferences and journals, including AAAI , EMNLP, TACL , ICML, ICLR , and NeurIPS. The third aspect of integration of rules-based with machine learning techniques is for the high-level decision-making. Whether it be RPA or cognitive automation, several experts reassure that every industry stands to gain from automation. According to Saxena, the goal is to automate tedious manual tasks, increase productivity, and free employees to focus on more meaningful, strategic work.

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You can find out more about how a ‘Rules Based’ approach is used in data management to validate and improve data in our recent blog. Cognitive software platforms will see Investments of nearly 2.5 billion dollars this year. Spending on cognitive related IT and business services will reach more than 3.5 billion dollars. Each language model was fed my questions, David Autor’s transcribed responses, and the other language model’s generated responses when prompted for an answer. In this manner, I replicated the flow of conversation that would occur in a human panel. Before the start of the panel, I instructed ChatGPT and Claude to act as panelist in a conversation on large language models and cognitive automation, taking opposite sides.

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Machine learning helps the robot become more accurate and learn from exceptions and mistakes, until only a tiny fraction require human intervention. “Cognitive automation is not just a different name for intelligent automation and hyper-automation,” said Amardeep Modi, practice director at Everest Group, a technology analysis firm. “Cognitive automation refers to automation of judgment- or knowledge-based tasks or processes using AI.” Intending to enhance Bookmyshow‘s client interactions, Splunk has provided them with a cognitive automation solution.

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