#nlp, #lltacademia, #naturallanguageprocessing This is the first lesson in the Introduction to Natural Language Processing course, which is offered by LLT Ac...

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#nlp, #lltacademia, #naturallanguageprocessing This is the first lesson in the Introduction to Natural Language Processing course, which is offered by LLT Ac...
Definition of Natural Language Processing
Natural Language Processing (NLP) is the use of computers to generate and/or understand written and spoken languages for some practical purposes such as machine translation, natural language queries, question answering systems and so on. Natural language understanding is sometimes referred to as an artificial intelligence complete problem. That is, the difficulty of natural language understanding is equivalent to solving the artificial intelligence problem of making computers as intelligent as humans.
Natural language processing is the ability of computer programs to understand human speech as it is spoken. NLP is a component of artificial intelligence (AI). Current approaches to NLP are based on machine learning, a type of AI that examines and uses patterns in data to improve a program's understanding. Most of the research being done on NLP revolves around search, especially enterprise search. Common NLP tasks in software programs today include:
Sentence segmentation
Part of speech (POS) tagging
Sentence parsing
Deep analytics
Named entity extraction
Co-reference resolution
Natural language processing is a subfield of AI and linguistics. NLP is a theoretically motivated range of computational techniques for analyzing and representing naturally occurring texts at one or more levels of linguistic analysis for the purposes of achieving human-like language processing for a range of tasks or applications. Usually, there exist multiple methods or techniques to accomplish a task or language analysis. For instance, a POS tagging problem can be achieved using rule-based system, fuzzy systems, statistical systems or a hybrid system combining one or more of these.
A natural text can belong to any language, mode, genre etc. The text can be written or oral. The text should not be formatted in a such a way for the analysis task. Rather, the text should be what is known as "running text", and in actual usage. There are several levels of linguistic analysis in which a text can be analyzed: phonological (sounds), morphological (words), syntactic (sentences), semantic (words, sentences and meaning), pragmatic (what is beyond the surface meaning) and so on.
Computers are expected to process natural language texts or sounds in the same way as human do. As a matter of fact, it is too difficult to achieve a 100% processing similar to that of human beings. That is because natural language is highly ambiguous, and whatever artificial intelligence system is used is bound to commit mistakes. However, satisfying results have been achieved recently.
In conclusion, NLP is the use of computers in understanding and generating human languages with as much high accuracy as possible.
Morphology is the study of how words are formed. This course introduces you to the fundamental concepts in linguistic morphology. You will learn several topics in morphology including morphemes, types of morphemes, words, types of words, morphological changes, word formation processes such as compounding, clipping, coinage, to name but a few. Morphological processes such as deletion and assimilation are also covered in depth.
Morphology course. It is 100% free. Join today!
Phonology is the study of the systematic patterns in the sound system of a given language. This course introduces you to the fundamental concept in linguistic phonology.
Phonology Course. It is 100% free. Join now.
This course introduces basic concepts in Phonetics, articulation, articulators, types of sounds (vowels and consonants), segmentals and suprasegmental sounds, International Phonetic Alphabet and many more.
This course introduces you to the foundations of Natural Language Processing (NLP). In this course, you will get familiar with Natural Language Processing, speech processing, morphological processing and corpus analysis.
LLT Academia is a platform providing free online courses in language, linguistics and translation. Students can study in-depth courses, take graded exams and earn identity-verified certificates of completion. The website is equipped with several features such as glossary, forum, questions and answers, book catalog, list of academic journals in the field of language, linguistics and translation, notification system and many more. Join Now!