首页|Research on Machine Learning Published by a Researcher at Imperial College Londo n (Machine learning with requirements: A manifesto)
Research on Machine Learning Published by a Researcher at Imperial College Londo n (Machine learning with requirements: A manifesto)
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By a News Reporter-Staff News Editor at Robotics & Machine Learning Daily News Daily News – New study results on artificial intell igence have been published. According to news reporting out of London, United Ki ngdom, by NewsRx editors, research stated, “In the recent years machine learnin g has made great advancements that have been at the root of many breakthroughs i n different application domains.” The news reporters obtained a quote from the research from Imperial College Lond on: “However, it is still an open issue how to make them applicable to high-stak es or safety-critical application domains, as they can often be brittle and unre liable. In this paper, we argue that requirements definition and satisfaction ca n go a long way to make machine learning models even more fitting to the real wo rld, especially in critical domains. To this end, we present two problems in whi ch (i) requirements arise naturally, (ii) machine learning models are or can be fruitfully deployed, and (iii) neglecting the requirements can have dramatic con sequences. Our proposed pyramid development process integrates requirements spec ification into every stage of the machine learning pipeline, ensuring mutual inf luence between requirements and subsequent phases.”
Imperial College LondonLondonUnited KingdomEuropeCyborgsEmerging TechnologiesMachine Learning
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