{"id":13638,"date":"2023-06-08T16:17:20","date_gmt":"2023-06-08T14:17:20","guid":{"rendered":"https:\/\/sotacel.com\/cambrils\/?p=13638"},"modified":"2023-10-21T17:42:08","modified_gmt":"2023-10-21T15:42:08","slug":"getting-started-with-natural-language-processing","status":"publish","type":"post","link":"https:\/\/sotacel.com\/cambrils\/2023\/06\/08\/getting-started-with-natural-language-processing\/","title":{"rendered":"Getting Started with Natural Language Processing NLP"},"content":{"rendered":"<p><h1>What is Natural Language Processing? Knowledge<\/h1>\n<\/p>\n<p><img decoding=\"async\" class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"309px\" alt=\"example of nlp\"\/><\/p>\n<p><p>More and more organisations today are recognising the added value that NLP brings to a variety of business activities. Whether in increased sales, improved customer or staff&nbsp;relationships or better communication (internal and external), NLP can help you bring&nbsp;these about, using practical, tested tools. In addition to automating compliance, <a href=\"https:\/\/www.metadialog.com\/blog\/examples-of-nlp\/\">example of nlp<\/a> NLP can also help to improve transparency and accountability. By using NLP to analyze data, companies can identify areas of non-compliance and take corrective action to address these issues. This can help to improve public trust and confidence in the industry, as well as support a culture of compliance and ethical behavior.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"306px\" alt=\"example of nlp\"\/><\/p>\n<p><p>By submitting a comment you understand it may be published on this public website. Please read our privacy notice to see how the GOV.UK blogging platform handles your information. The quality of extraction is evaluated using a built-in tool for measuring the precision, recall and F-score against a human curated gold standard. Businesses that don\u2019t monitor for ethical considerations can risk reputational harm. If consumers don\u2019t trust an NLP model with their data, they will not use it or even boycott the programme. Managing and delivering mission-critical customer knowledge is also essential for successful Customer Service.<\/p>\n<\/p>\n<p><h2>NLP Programming Languages<\/h2>\n<\/p>\n<p><p>Natural language processing has made huge improvements to language translation apps. It can help ensure that the translation makes syntactic and grammatical sense in the new language rather than simply directly translating individual words. Sentiment analysis is an NLP technique that aims to understand whether the language is positive, negative, or neutral. It can also determine the tone of language, such as angry or urgent, as well as the intent of the language (i.e., to get a response, to make a complaint, etc.).<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"308px\" alt=\"example of nlp\"\/><\/p>\n<p><p>So not naming specific names becomes a very good application, in that we don\u2019t have to start with a pre-conceived company to explore. We can apply our NLP on something like 500 companies in the S&amp;P or 1,000 companies in the Russell and identify positive trends within a subset of companies. We have found that the top 100 companies with positive statements in the S&amp;P 500 outperform the index by over 7% per annum.<\/p>\n<\/p>\n<p><h2>How to Implement Natural Language Processing<\/h2>\n<\/p>\n<p><p>One can also use RNNs to generate text where the goal is to read the preceding text and predict the next word or the next character. Refer to \u201cThe Unreasonable Effectiveness of Recurrent Neural Networks\u201d [24] for a detailed <a href=\"https:\/\/www.metadialog.com\/blog\/examples-of-nlp\/\">example of nlp<\/a> discussion on the versatility of RNNs and the range of applications within and outside NLP for which they are useful. Context-free grammar (CFG) is a type of formal grammar that is used to model natural languages.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.metadialog.com\/\"><\/p>\n<figure><img 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alt='https:\/\/www.metadialog.com\/' class='aligncenter' style='display:block;margin-left:auto;margin-right:auto;' width='407px'\/><\/figure>\n<p><\/a><\/p>\n<p><p>Chapters 4\u20137 focus on core NLP tasks along with industrial use cases that can be solved with them. In Chapters 8\u201310, we discuss how NLP is used across different industry verticals such as e-commerce, healthcare, finance, etc. Chapter&nbsp;11 brings everything together and discusses what it takes to build end-to-end NLP applications in terms of design, development, testing, and deployment. With this broad overview in place, let\u2019s start delving deeper into the world of NLP. Long short-term memory networks (LSTMs), a type of RNN, were invented to mitigate this shortcoming of the RNNs. LSTMs circumvent this problem by letting go of the irrelevant context and only remembering the part of the context that is needed to solve the task at hand.<\/p>\n<\/p>\n<p><h2>Knowledge graph answers<\/h2>\n<\/p>\n<p><p>The differences are often in the way they classify text, as some have a more nuanced understanding than others. You will get paid a percentage of all sales whether the customers you refer to pay for a plan, automatically transcribe media or leverage professional transcription services.  Speak Magic Prompts leverage innovation in artificial intelligence models often referred to as \u201cgenerative AI\u201d. Since NLP is part of data science, these online communities frequently intertwine with other data science topics. Hence, you\u2019ll be able to develop a complete repertoire of data science knowledge and skills. With this in mind, more than one-third of companies have adopted artificial intelligence as of 2021.<\/p>\n<\/p>\n<div itemScope itemProp=\"mainEntity\" itemType=\"https:\/\/schema.org\/Question\">\n<div itemProp=\"name\">\n<h2>What is NLP in today&#8217;s world?<\/h2>\n<\/div>\n<div itemScope itemProp=\"acceptedAnswer\" itemType=\"https:\/\/schema.org\/Answer\">\n<div itemProp=\"text\">\n<p>NLP enables computers to understand natural language as humans do. Whether the language is spoken or written, natural language processing uses artificial intelligence to take real-world input, process it, and make sense of it in a way a computer can understand.<\/p>\n<\/div><\/div>\n<\/div>\n<p><p>Nevertheless, despite such trepidations, the value-add of these technologies has been made clear. AI pioneers&nbsp;have leveraged these innovations and&nbsp;generated impressive results, particularly&nbsp;when these technologies  function in tandem with human guidance and expertise. For several years now, we\u2019ve heard how these technologies will transform investment management.<\/p>\n<\/p>\n<p><p>He is a member of the Royal Statistical Society, honorary research fellow at the UCL Centre for Blockchain Technologies, a data science advisor for London Business School and CEO of The Tesseract Academy. If you want to learn more about data science or become a data scientist, make sure to visit Beyond Machine. If you want to learn more about topics such as executive data science and <a href=\"https:\/\/www.metadialog.com\/\">https:\/\/www.metadialog.com\/<\/a> data strategy, make sure to visit Tesseract Academy. In syntactic analysis, we use rules of formal grammar to validate a group of words. The syntactic analysis deals with the syntax of the sentences whereas, the semantic analysis deals with the meaning being conveyed by those sentences. Statistical language processingTo provide a general understanding of the document as a whole.<\/p>\n<\/p>\n<div itemScope itemProp=\"mainEntity\" itemType=\"https:\/\/schema.org\/Question\">\n<div itemProp=\"name\">\n<h2>What is NLP in simple words?<\/h2>\n<\/div>\n<div itemScope itemProp=\"acceptedAnswer\" itemType=\"https:\/\/schema.org\/Answer\">\n<div itemProp=\"text\">\n<p>Natural language processing (NLP) is a machine learning technology that gives computers the ability to interpret, manipulate, and comprehend human language.<\/p>\n<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>What is Natural Language Processing? Knowledge More and more organisations today are recognising the added value that NLP brings to a variety of business activities. Whether in increased sales, improved customer or staff&nbsp;relationships or better communication (internal and external), NLP can help you bring&nbsp;these about, using practical, tested tools. 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Knowledge More and more organisations today are recognising the added value that NLP brings to a variety of business activities. Whether in increased sales, improved customer or staff&nbsp;relationships or better communication (internal and external), NLP can help you bring&nbsp;these about, using practical, tested tools. 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