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020 _a9788119896004
100 _aGeeta T.
_9215779
245 _aUnderstanding Natural Language Programming
_bMachine Learning Deep Learning Perspectives
260 _bPearson
_c2024
_aChennai
300 _a372pp
500 _aExtracting information from raw text · Named entity recognition · Automating summarization of key facts · Topic labeling For beginners to NLP with basic Python skills.
520 _aT V Geetha is a retired senior professor of Computer Science and Engineering with over 40 years of teaching experience in the areas of artificial intelligence, natural language processing, machine learning, deep learning and information retrieval. She has been instrumental in the formulation and updating of NLP syllabus in many universities. In addition, the Department of Information technology, Government of India requested her group to offer a specialized programme - M.E. CSE (with Specialization in Knowledge Engineering and Computational Linguistics (NLP)). The highlights included the framing of regulations. Syllabus and curriculum with state-of–the-art topics in Knowledge Engineering and NLP including Statistical NLP, Indian Language Processing, Applications of NLP, etc. Her research interests include semantic, personalized and deep web search, semi-supervised learning for Indian language processing, application of Indian philosophy to knowledge representation and reasoning, machine learning for adaptive learning and application of machine learning and deep learning to biological literature mining and drug discovery. Her focused research in NLP included morphological processing, named entity recognition, relation extraction, summarization, semantic processing, lyric mining, natural language-based search which resulted in an innovative semi-supervised methodology for NLP specially for Indian language processing. She has co-authored a book titled “Machine Learning- Concepts, Techniques and Applications”. She is a recipient of the Young Women Scientist Award from the government of Tamilnadu and Women of Excellence Award from the Rotaract Club of Chennai. For her pioneering work in NLP she was awarded the BSR Faculty Fellowship for Superannuated Faculty from the University Grants Commission, Government of India for 2020-2023. Currently she is the Distinguished Research Professor, at Sri Sivasubramanian Nadar College, Chennai and Curriculum Advisor at Rajalakshmi Engineering College, Chennai.
650 0 1 _aApproaches to Natural Language Processing
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650 0 2 _aText Classification
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650 0 3 _aLanguage Modelling
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650 0 4 _aWords, Morphology and Semantics
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650 0 5 _aRepresentation of Text – Basic Vector Models
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942 _cBK
_2ddc
999 _c369341
_d369341