STAMP 4 NLP – An Agile Framework for Rapid Quality-Driven NLP Applications Development
نویسندگان
چکیده
The progress in natural language processing (NLP) research over the last years, offers novel business opportunities for companies, as automated user interaction or improved data analysis. Building sophisticated NLP applications requires dealing with modern machine learning (ML) technologies, which impedes enterprises from establishing successful projects. Our experience applied projects shows that continuous integration of prototypes production-like environments quality assurance builds trust software and convenience usefulness regarding goal. We introduce STAMP 4 an iterative incremental process model developing applications. With NLP, we merge engineering principles best practices science. Instantiating our allows efficiently creating by utilizing templates, conventions, implementations, enabling developers scientists to focus on goals. Due iterative-incremental approach, businesses can deploy enhanced version prototype their environment after every iteration, maximizing potential value early avoiding cost yet never deployed experiments.
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ژورنال
عنوان ژورنال: Communications in computer and information science
سال: 2021
ISSN: ['1865-0937', '1865-0929']
DOI: https://doi.org/10.1007/978-3-030-85347-1_12