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YZV 405E
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Course Information
Course Name
Turkish
Doğal Dil İşleme
English
Natural Language Processing
Course Code
YZV 405E
Credit
Lecture
(hour/week)
Recitation
(hour/week)
Laboratory
(hour/week)
Semester
6
3
3
-
-
Course Language
English
Course Coordinator
Gülşen Eryiğit
Course Objectives
To introduce the students with the fundamental techniques and current research topics in the field of natural language processing.
Improving human-computer interaction using NLP techniques
Machine translation using NLP techniques
Information extraction using NLP techniques
Course Description
NLP stages and their interaction, NLP tasks, statistical language models, neural language models, text representations, sequence labeling, encoder-decoder models, attention mechanisms, transformers.
Course Outcomes
The students will learn the main layers and tasks in natural language processing (nlp).
The students will learn the fundamental approaches in different nlp layers.
The students will learn the main differences between rule based, statistical, ML and DL techniques in nlp.
The students will learn the basic rule-based approaches in nlp.
The students will learn the basic statistical approaches in nlp.
The students will learn the basic machine learning approaches in nlp.
The students will learn the basic deep learning approaches in nlp.
Pre-requisite(s)
YZV 302E MIN DD
or YZV 303E MIN DD
Required Facilities
Other
Textbook
Jurafsky, D., Martin, J. H., 2022. Speech and language processing : An Introduction to Natural Language Processing, computational linguistics, and speech recognition (3rd ed.), Prentice Hall.
Other References
Manning, C., Schütze, H., 1999. Foundations of Statistical Natural Language Processing, MIT Press. Cambridge, MA.
Allen, J., 1995. Natural Language Understanding , Second edition, The Benjamin/Cumings Publishing Company Inc.
Ranchod, E., Mamede, N. J., 2002. Advances in Natural Language Processing, Springer-Verlag.
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