{"id":5925,"date":"2018-01-24T08:14:14","date_gmt":"2018-01-24T08:14:14","guid":{"rendered":"https:\/\/data-flair.training\/blogs\/?p=5925"},"modified":"2025-07-25T21:16:24","modified_gmt":"2025-07-25T15:46:24","slug":"ai-natural-language-processing","status":"publish","type":"post","link":"https:\/\/data-flair.training\/blogs\/ai-natural-language-processing\/","title":{"rendered":"What is Natural Language Processing in Artificial Intelligence?"},"content":{"rendered":"<div>\n<div class=\"\">\n<p>In this NLP AI Tutorial, we will study what is NLP in Artificial Language. Moreover, we will discuss the components of Natural Language Processing and NLP applications. Along with this, we will learn the process, steps, importance and examples of NLP.<\/p>\n<p>So, let&#8217;s start\u00a0Natural Language Processing in AI Tutorial.<\/p>\n<\/div>\n<div class=\"\">\n<h3 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">What is NLP (Natural Language Processing)?<\/h3>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">We use the English language to communicate between an intelligent system and N.L.P. Processing of Natural Language plays an important role in various systems.<\/div>\n<\/div>\n<div class=\"\">\n<div><\/div>\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>For Example:<\/strong><\/div>\n<\/div>\n<div class=\"\">\n<div><\/div>\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">A robot, it <span class=\"passivevoice\">is used<\/span> to perform as per your instructions. The input and output of an N.L.P system can be \u2212<\/div>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Speech<\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Written Text<\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<h3 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Components of NLP<\/h3>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><span class=\"adverb\">Basically<\/span>, there are two components of Natural Language Processing systems:<\/div>\n<\/div>\n<div class=\"\">\n<h4 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">a. Natural Language Understanding (NLU)<\/h4>\n<p class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">In this, we have to understand the basic tasks \u2212<\/p>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><span class=\"adverb\">Basically<\/span>, the mapping to given input in natural language into useful representations.<\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Analyzing different aspects of the language.<\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<h4 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">b. Natural Language Generation (NLG)<\/h4>\n<\/div>\n<div class=\"\">\n<p class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">We have to produce meaningful phrases and sentences. That is in the form of natural language from internal representation.<\/p>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>As this process involves:<\/strong><\/div>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>Text planning<\/strong><\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">In this process, we have to retrieve the relevant content from a knowledge base.<\/div>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>Sentence planning<\/strong><\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">We have to choose the required words for setting a tone of the sentence.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<h4 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">c. Text Realization<\/h4>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><span class=\"adverb\">Basically<\/span>, it\u2019s process of mapping sentence plan into sentence structure.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Although, the NLU is harder than NLG.<\/div>\n<\/div>\n<div class=\"\">\n<h3 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Difficulties in NLU<\/h3>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>a. Lexical ambiguity<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">It\u2019s predefined at a very primitive level such as word-level.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>b. Syntax Level ambiguity<br \/>\n<\/strong><\/div>\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><\/div>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">In this, we can define a sentence in a parsed way in different ways.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>c. Referential ambiguity <\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Referential ambiguity says that we have to refer something using pronouns only.<\/div>\n<\/div>\n<div class=\"\">\n<h3 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Natural Language Processing &#8211; Terminologies<\/h3>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>a. Phonology<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">It\u2019s study of organizing sound.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>b. Morphology\u00a0 <\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><span class=\"adverb\">Basically<\/span>, it\u2019s study of the construction of words from primitive meaningful units.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>c. Morpheme<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><em><strong>As we can say that it\u2019s primitive unit of meaning in a language:<\/strong><\/em><\/div>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>\u00a0Syntax<\/strong><\/li>\n<\/ul>\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">In this, we have to arrange words to make a sentence. Also, involves determining the structural role of words. That is in the sentence and in phrases.<\/div>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>Semantics<\/strong><\/li>\n<\/ul>\n<\/div>\n<div class=\"\">It defines the meaning of words. Moreover, how to combine words into meaningful phrases and sentences<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>Pragmatics<\/strong><\/li>\n<\/ul>\n<\/div>\n<div class=\"\">It deals with use and understanding sentences in different situations. Also, defines how the interpretation of the sentence <span class=\"passivevoice\">is affected<\/span>.<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>World Knowledge<\/strong><\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">It includes the general knowledge about the world.<\/div>\n<\/div>\n<div class=\"\">\n<h3 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Steps in NLP<\/h3>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong><strong>There are generally five steps in\u00a0<\/strong>Natural Language Processing:<\/strong><\/div>\n<div>\n<div id=\"attachment_35050\" style=\"width: 1210px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Steps-in-Natural-Language-Processing-01.jpg\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-35050\" class=\"size-full wp-image-35050\" src=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Steps-in-Natural-Language-Processing-01.jpg\" alt=\"steps in\u00a0Natural Language Processing\" width=\"1200\" height=\"628\" srcset=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Steps-in-Natural-Language-Processing-01.jpg 1200w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Steps-in-Natural-Language-Processing-01-150x79.jpg 150w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Steps-in-Natural-Language-Processing-01-300x157.jpg 300w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Steps-in-Natural-Language-Processing-01-768x402.jpg 768w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Steps-in-Natural-Language-Processing-01-1024x536.jpg 1024w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Steps-in-Natural-Language-Processing-01-520x272.jpg 520w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/a><p id=\"caption-attachment-35050\" class=\"wp-caption-text\">Steps in\u00a0Natural Language Processing<\/p><\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div><\/div>\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>a. Lexical Analysis<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">We have to analyze the structure of words. The collection of words and phrases in a language is a lexicon of a language.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>b. Syntactic Analysis (Parsing)<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">We use parsing for the analysis of the word. Although, have to arrange words in a particular manner. That shows the relationship between words.<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>\u00a0<\/strong><\/div>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>c. Semantic Analysis<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">It describes a dictionary meaning which is meaningful. In the task domain, mapping syntactic structures and objects.<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><\/div>\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>d. Discourse Integration<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">In this step, the meaning of any sentence depends upon the meaning of the previous sentence. <span class=\"complexword\">In addition<\/span>. Also brings the meaning to immediately succeeding sentence.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>e. Pragmatic Analysis<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">In this step, data <span class=\"passivevoice\">is interpreted<\/span> on what it actually meant. Although, we have to derive aspects of language which <span class=\"complexword\">require<\/span> real-world knowledge.<\/div>\n<\/div>\n<\/div>\n<h3 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Examples of NLP Systems<\/h3>\n<div>\n<div class=\"\">\n<p>Let&#8217;s see some example which clears our vision of\u00a0Natural Language Processing:<\/p>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>a. Customer Review<\/strong><\/div>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">As it\u2019s a most important factor that helps companies to discover relevant information for their business. Further, helps in improving customer satisfaction.<\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">As more suggestion comes, it\u2019s more relevant services are better. Also, helps in understanding the customer\u2019s needs.<\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>b. Virtual digital assistants <\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Virtual digital assistant technologies are currently the most well-known type of artificial intelligence.<\/div>\n<\/div>\n<div class=\"\">\n<h3 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Why Do We Need NLP?<\/h3>\n<p class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">With this, we can perform certain tasks such as Automated speech and automated text writing in less time.<\/p>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Moreover, these tasks include too many NLP applications.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>For Example:<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Automatic Summarization (to generate summary of given text)<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Machine Translation (translation of one language into another)<\/div>\n<\/div>\n<div class=\"\">\n<h3 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Process of Natural Language Processing<\/h3>\n<p class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">In the NLP process, a text <span class=\"passivevoice\">is composed<\/span> of speech, speech-to-text conversion <span class=\"passivevoice\">is performed.<\/span><\/p>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><em><strong>In this mechanism, it involves two processes:<\/strong><\/em><\/div>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Natural Language Understanding<\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Natural Language Generation<\/li>\n<\/ul>\n<\/div>\n<div id=\"attachment_35067\" style=\"width: 1210px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Process-of-Natural-Language-Processing-01.jpg\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-35067\" class=\"size-full wp-image-35067\" src=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Process-of-Natural-Language-Processing-01.jpg\" alt=\"Process of\u00a0Natural Language Processing\u00a0\" width=\"1200\" height=\"628\" srcset=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Process-of-Natural-Language-Processing-01.jpg 1200w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Process-of-Natural-Language-Processing-01-150x79.jpg 150w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Process-of-Natural-Language-Processing-01-300x157.jpg 300w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Process-of-Natural-Language-Processing-01-768x402.jpg 768w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Process-of-Natural-Language-Processing-01-1024x536.jpg 1024w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Process-of-Natural-Language-Processing-01-520x272.jpg 520w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/a><p id=\"caption-attachment-35067\" class=\"wp-caption-text\">The process of\u00a0Natural Language Processing<\/p><\/div>\n<div class=\"\">\n<h4 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">a. Natural Language Understanding (NLU)<\/h4>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">We use natural language understanding to learn the meaning of given text. For NLU, we must understand the nature and structure of each word.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>i. Lexical Ambiguity<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">In this, words have <span class=\"complexword\">multiple<\/span> meanings<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>ii. Syntactic Ambiguity<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Basically, in this syntactic ambiguity, the sentence having <span class=\"complexword\">multiple<\/span> parse trees.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>iii. Semantic Ambiguity<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Generally, in this, sentence having <span class=\"complexword\">multiple<\/span> meanings<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>iv. Anaphoric Ambiguity<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Basically, in this phrase or word are presents. That are <span class=\"complexword\">previously<\/span> mentioned but has a different meaning.<\/div>\n<\/div>\n<div class=\"\">\n<h4 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">b. Natural Language Generation (NLG)<\/h4>\n<\/div>\n<div class=\"\">\n<p class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Basically, automatic text produced from structured data. That is in a readable format with meaningful phrases and sentences. Although, the problem of natural language generation is hard to deal with. It is a subset of NLP.<\/p>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong><em>Natural language generation divided into three proposed stages:<\/em><\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>i. Text Planning<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Basically, it\u2019s ordering of content in structure data.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>ii. Sentence Planning<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Generally, from structure data, we have to combine sentences to represent the flow of information.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>iii. Realization<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Basically, to represent text we use a <span class=\"adverb\">grammatically<\/span> correct sentence.<\/div>\n<\/div>\n<div class=\"\">\n<h3 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Applications of NLP<\/h3>\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">We have\u00a0few reasons to study natural language processing:<\/div>\n<div>\n<div id=\"attachment_35075\" style=\"width: 1210px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Applications-of-Natural-Language-Processing-01.jpg\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-35075\" class=\"size-full wp-image-35075\" src=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Applications-of-Natural-Language-Processing-01.jpg\" alt=\"Applications of Natural Language Processing\" width=\"1200\" height=\"628\" srcset=\"https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Applications-of-Natural-Language-Processing-01.jpg 1200w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Applications-of-Natural-Language-Processing-01-150x79.jpg 150w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Applications-of-Natural-Language-Processing-01-300x157.jpg 300w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Applications-of-Natural-Language-Processing-01-768x402.jpg 768w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Applications-of-Natural-Language-Processing-01-1024x536.jpg 1024w, https:\/\/data-flair.training\/blogs\/wp-content\/uploads\/sites\/2\/2018\/01\/Applications-of-Natural-Language-Processing-01-520x272.jpg 520w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/a><p id=\"caption-attachment-35075\" class=\"wp-caption-text\">Applications of Natural Language Processing<\/p><\/div>\n<\/div>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>a. Communication<\/strong><\/div>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Basically, a computer is a medium to communicate with users. Also, to learn a new language we can\u2019t force users. Although, for casual users, it\u2019s most important. Such as Managers and children. As they don\u2019t have time and inclination to learn new skills to learn new interaction skills.<\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Basically, in natural language, it\u2019s having a vast store of information. That we have to access via computers. Although, we have to generate information <span class=\"adverb\">constantly<\/span>. Also, it\u2019s in the form of books, business, and government report.<\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Generally, in natural language processing, problems of AI arise in a very clear and explicit form.<\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<ul>\n<li class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Moreover, there are three major aspects of any natural language understanding theory:<\/li>\n<\/ul>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>b. Syntax<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Basically, we use it to describe the form of the language. Also, grammar is used to specify it. further, we use natural language for the A.I languages of logic and computer programs. Also, these language is more complicated than other formal languages.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>c. Semantics<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Generally, utterances meaning provided with the of semantics. Although, if we want to build this understanding, general semantic theories exist for it.<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong>d. Pragmatics<\/strong><\/div>\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><\/div>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Basically, we use this component to explain how the utterances relate to the world.<\/div>\n<\/div>\n<div class=\"\">\n<h3 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Importance of Natural Language Processing<\/h3>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">We can understand the advantage of natural language programming in an easy way as we consider two statements:<\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">&#8220;<strong>Cloud computing insurance should be part of every service level agreement&#8221; <\/strong><\/div>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><strong> &#8220;A good S.L.A ensures an easier night&#8217;s sleep &#8212; even in the cloud.&#8221;<\/strong><\/div>\n<\/div>\n<div class=\"\"><\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Generally, if an individual <span class=\"passivevoice\">is used<\/span> to of NLP, in an entity, a person will recognize cloud computing program. Also, a cloud is an abbreviated form of cloud computing.<\/div>\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\"><\/div>\n<\/div>\n<div class=\"\">\n<div class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Basically, in human language, these type of vague elements appears <span class=\"adverb\">frequently<\/span>. Although, machine learning algorithms are <span class=\"adverb\">historically<\/span> bad at interpreting. Moreover, many improvements take place in deep learning and artificial intelligence. And interpret them <span class=\"adverb\">effectively<\/span>.<\/div>\n<\/div>\n<\/div>\n<div><\/div>\n<div>So, this was all about AI NLP (Natural Language Processing in Artificial Language). Hope you like our explanation.<\/div>\n<h3 class=\"public-DraftStyleDefault-block public-DraftStyleDefault-ltr\">Conclusion<\/h3>\n<p>Natural Language Processing (NLP) helps AI understand human language. It lets machines read, listen, and reply to what people say or write. When you use voice search, ask Siri a question, or chat with a bot\u2014NLP is at work. It breaks down language into small parts to find meaning.<\/p>\n<p>NLP systems understand words, grammar, and even tone. They can translate languages, summarize emails, and detect emotions. Businesses use NLP to analyze feedback from customers. Social media sites use it to remove harmful content. Chatbots use NLP to answer common questions automatically.<\/p>\n<p>It is used in apps, websites, and software that deal with text or speech. NLP helps machines talk with people in a friendly and smart way. This makes computers more helpful in education, customer service, and even mental health support.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>In this NLP AI Tutorial, we will study what is NLP in Artificial Language. Moreover, we will discuss the components of Natural Language Processing and NLP applications. Along with this, we will learn the&#46;&#46;&#46;<\/p>\n","protected":false},"author":7,"featured_media":42251,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[1145,9017,9067],"class_list":["post-5925","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","tag-artificial-intelligence-natural-language-processing","tag-natural-language-systems-in-artificial-intelligence","tag-nlp-in-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What is Natural Language Processing in Artificial Intelligence? - DataFlair<\/title>\n<meta name=\"description\" content=\"Natural Language Processing in AI- Why NLP, applications &amp; process of NLP, Importance of NLP, NLU, NLG, AI Natural Language Processing stages\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/data-flair.training\/blogs\/ai-natural-language-processing\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is Natural Language Processing in Artificial Intelligence? 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