NLP for Computer Scientists and Data Scientists at a Large State University
Автор: Teaching NLP Workshop at NAACL-2021
Загружено: 2021-06-22
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Natural Language Processing for Computer Scientists and Data Scientists at a Large State University
Casey Kennington
Proceedings of the Fifth Workshop on Teaching NLP, June 2021
Abstract
The field of Natural Language Processing (NLP) changes rapidly, requiring course offerings to adjust with those changes, and NLP is not just for computer scientists; it’s a field that should be accessible to anyone who has a sufficient background. In this paper, I explain how students with Computer Science and Data Science backgrounds can be well-prepared for an upper-division NLP course at a large state university. The course covers probability and information theory, elementary linguistics, machine and deep learning, with an attempt to balance theoretical ideas and concepts with practical applications. I explain the course objectives, topics and assignments, reflect on adjustments to the course over the last four years, as well as feedback from students.
https://www.aclweb.org/anthology/2021...
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