{"id":2389,"date":"2023-04-16T14:54:04","date_gmt":"2023-04-16T14:54:04","guid":{"rendered":"https:\/\/mpelembe.net\/?p=2389"},"modified":"2023-04-17T11:21:59","modified_gmt":"2023-04-17T11:21:59","slug":"practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge","status":"publish","type":"post","link":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/","title":{"rendered":"Practical examples of combining Search Results with the Power of NLP (Natural Language Processing) and Semantic Knowledge"},"content":{"rendered":"<p>April 16, 2023 \/Technology\/ &#8212; We\u2019ve all had that frustrating experience of trying to search for something and not finding the results we are after. By building systems that leverage NLP, we can infuse our systems with semantic knowledge and minimize this frustration for end users of our systems.<br \/>\nFree-text search can be limiting, requiring us to search using the exact set of keywords that have been indexed. To go beyond simple text matching requires an understanding of both the search intent and the semantic meaning of the words being searched.<\/p>\n<p>Here are a few practical examples of combining search results with the power of NLP and semantic knowledge:<!--more--><\/p>\n<ul>\n<li><strong>Product recommendations:<\/strong>\u00a0When you search for a product on Amazon, the search results are not just based on the keywords in your query. Amazon also uses NLP to understand the intent of your search and recommend products that are likely to be of interest to you. For example, if you search for &#8220;running shoes,&#8221; Amazon might recommend a specific brand or style of running shoes, as well as other products that are frequently purchased by people who buy running shoes.<\/li>\n<li><strong>News aggregation:<\/strong>\u00a0When you read a news article, you might see links to related articles at the bottom of the page. These links are not just generated randomly. They are generated using NLP to understand the content of the article and identify other articles that are likely to be of interest to you.<\/li>\n<li><strong>Personalized search results:<\/strong>\u00a0Google uses NLP to personalize your search results. This means that the results that you see are not just based on the keywords in your query. They are also based on your past search history, your interests, and your location. For example, if you live in New York City and you search for &#8220;restaurants,&#8221; Google might show you results for restaurants that are located in New York City.<\/li>\n<li><strong>Virtual assistants:<\/strong>\u00a0Virtual assistants like Siri and Alexa use NLP to understand your requests and provide you with the information that you need. For example, you can ask Siri to play music, set a reminder, or get directions. Siri uses NLP to understand your request and then take the appropriate action.<\/li>\n<\/ul>\n<p>These are just a few examples of how NLP and semantic knowledge can be used to improve the search experience. As NLP technology continues to develop, we can expect to see even more innovative and powerful applications of this technology.<\/p>\n<div class=\"chat-history-scroll-container show-bottom-shadow\">\n<div class=\"chat-history ng-star-inserted\">\n<div class=\"conversation-container ng-star-inserted\">\n<div id=\"factuality-form-12\">\n<div class=\"factuality-container\">\n<div class=\"factuality-title gmat-body-1\">\n<h3 class=\"gmat-body-1\">Search related topics<\/h3>\n<\/div>\n<div class=\"factuality-content\">\n<div class=\"chat-history-scroll-container show-bottom-shadow\">\n<div class=\"chat-history ng-star-inserted\">\n<div class=\"conversation-container ng-star-inserted\">\n<div id=\"factuality-form-12\">\n<div class=\"factuality-container\">\n<div class=\"factuality-title gmat-body-1\">\n<h6 class=\"factuality-content\"><a class=\"factuality-link mdc-button mat-mdc-button mat-primary gmat-mdc-button-with-prefix mat-mdc-button-base gmat-mdc-button ng-star-inserted cdk-focused cdk-mouse-focused\" href=\"https:\/\/cse.google.com\/cse?cx=904a948de889c47dc#gsc.tab=0&amp;gsc.q=Provide%20practical%20examples%20of%20combining%20Search%20Results%20with%20the%20Power%20of%20NLP%20(Natural%20Language%20Processing)%20and%20Semantic%20Knowledge\" target=\"_blank\" rel=\"noopener noreferrer\" aria-disabled=\"false\"><span class=\"mdc-button__label\">Provide practical examples of combining Search Results with the Power of NLP (Natural Language Processing) and Semantic Knowledge<\/span><\/a><\/h6>\n<p><a class=\"factuality-link mdc-button mat-mdc-button mat-primary gmat-mdc-button-with-prefix mat-mdc-button-base gmat-mdc-button ng-star-inserted cdk-focused cdk-mouse-focused\" href=\"https:\/\/cse.google.com\/cse?cx=904a948de889c47dc#gsc.tab=0&amp;gsc.q=What%20is%20an%20example%20of%20natural%20language%20processing%20NLP%3F\" target=\"_blank\" rel=\"noopener noreferrer\" aria-disabled=\"false\"><span class=\"mdc-button__label\">What is an example of natural language processing NLP?<\/span><\/a><\/p>\n<div class=\"mat-ripple-element\"><a class=\"factuality-link mdc-button mat-mdc-button mat-primary gmat-mdc-button-with-prefix mat-mdc-button-base gmat-mdc-button ng-star-inserted\" href=\"https:\/\/cse.google.com\/cse?cx=904a948de889c47dc#gsc.tab=0&amp;gsc.q=What%20is%20natural%20language%20processing%20and%20how%20does%20it%20work%20give%20an%20example%20of%20NLP%20in%20action%3F\" target=\"_blank\" rel=\"noopener noreferrer\" aria-disabled=\"false\"><span class=\"mdc-button__label\">What is natural language processing and how does it work give an example of NLP in action?<\/span><\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"input-area-container\">\n<div class=\"input-area\">\n<div class=\"mat-mdc-text-field-wrapper mdc-text-field ng-tns-c1391642291-1 mdc-text-field--outlined mdc-text-field--no-label\">\n<div class=\"mat-mdc-form-field-flex ng-tns-c1391642291-1\">\n<h6 class=\"mdc-notched-outline ng-tns-c1391642291-1 mdc-notched-outline--no-label ng-star-inserted\"><\/h6>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"input-area-container\">\n<div class=\"input-area\">\n<div class=\"mat-mdc-text-field-wrapper mdc-text-field ng-tns-c1391642291-1 mdc-text-field--outlined mdc-text-field--no-label\">\n<div class=\"mat-mdc-form-field-flex ng-tns-c1391642291-1\">\n<div class=\"mdc-notched-outline ng-tns-c1391642291-1 mdc-notched-outline--no-label ng-star-inserted\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>April 16, 2023 \/Technology\/ &#8212; We\u2019ve all had that frustrating experience of trying to search for something and not finding the results we are<a class=\"moretag\" href=\"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":1,"featured_media":2390,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowu7GVCw:productID":"","_crdt_document":"","activitypub_content_warning":"","activitypub_content_visibility":"","activitypub_max_image_attachments":3,"activitypub_interaction_policy_quote":"anyone","activitypub_status":"","footnotes":""},"categories":[38],"tags":[51,201,5787,52,5784,5785,5782,1195,5788,1162,5786,215,5783],"class_list":["post-2389","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-innovation","tag-academic-disciplines","tag-alexa","tag-allen-institute-for-artificial-intelligence","tag-artificial-intelligence","tag-computational-linguistics","tag-computational-science","tag-history-of-chatbots","tag-natural-language-processing","tag-neuro-linguistic-programming","tag-new-york-city","tag-science-software","tag-siri","tag-speech-recognition"],"featured_image_src":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/04\/NLP-Semantic-Search.jpg","blog_images":{"medium":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/04\/NLP-Semantic-Search-300x169.jpg","large":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/04\/NLP-Semantic-Search.jpg"},"ams_acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Practical examples of combining Search Results with the Power of NLP (Natural Language Processing) and Semantic Knowledge - Mpelembe Network<\/title>\n<meta name=\"description\" content=\"The frustrating experience of trying to search for something and not finding the results we are after is familiar. By building systems that leverage NLP, by infusing systems with semantic knowledge this frustration can be minimised for end users.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Practical examples of combining Search Results with the Power of NLP (Natural Language Processing) and Semantic Knowledge - Mpelembe Network\" \/>\n<meta property=\"og:description\" content=\"The frustrating experience of trying to search for something and not finding the results we are after is familiar. By building systems that leverage NLP, by infusing systems with semantic knowledge this frustration can be minimised for end users.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/\" \/>\n<meta property=\"og:site_name\" content=\"Mpelembe Network\" \/>\n<meta property=\"article:published_time\" content=\"2023-04-16T14:54:04+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-04-17T11:21:59+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/04\/NLP-Semantic-Search.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"600\" \/>\n\t<meta property=\"og:image:height\" content=\"337\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\\\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/#\\\/schema\\\/person\\\/2421ebbf3150931b1066b10a196d7608\"},\"headline\":\"Practical examples of combining Search Results with the Power of NLP (Natural Language Processing) and Semantic Knowledge\",\"datePublished\":\"2023-04-16T14:54:04+00:00\",\"dateModified\":\"2023-04-17T11:21:59+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\\\/\"},\"wordCount\":467,\"image\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mpelembe.net\\\/wp-content\\\/uploads\\\/2023\\\/04\\\/NLP-Semantic-Search.jpg\",\"keywords\":[\"Academic disciplines\",\"Alexa\",\"Allen Institute for Artificial Intelligence\",\"Artificial intelligence\",\"Computational linguistics\",\"Computational science\",\"History of chatbots\",\"Natural language processing\",\"Neuro-linguistic programming\",\"New York City\",\"Science software\",\"Siri\",\"Speech recognition\"],\"articleSection\":[\"Innovation\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\\\/\",\"url\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\\\/\",\"name\":\"Practical examples of combining Search Results with the Power of NLP (Natural Language Processing) and Semantic Knowledge - Mpelembe Network\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mpelembe.net\\\/wp-content\\\/uploads\\\/2023\\\/04\\\/NLP-Semantic-Search.jpg\",\"datePublished\":\"2023-04-16T14:54:04+00:00\",\"dateModified\":\"2023-04-17T11:21:59+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/#\\\/schema\\\/person\\\/2421ebbf3150931b1066b10a196d7608\"},\"description\":\"The frustrating experience of trying to search for something and not finding the results we are after is familiar. By building systems that leverage NLP, by infusing systems with semantic knowledge this frustration can be minimised for end users.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\\\/#primaryimage\",\"url\":\"https:\\\/\\\/mpelembe.net\\\/wp-content\\\/uploads\\\/2023\\\/04\\\/NLP-Semantic-Search.jpg\",\"contentUrl\":\"https:\\\/\\\/mpelembe.net\\\/wp-content\\\/uploads\\\/2023\\\/04\\\/NLP-Semantic-Search.jpg\",\"width\":600,\"height\":337},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/mpelembe.net\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Practical examples of combining Search Results with the Power of NLP (Natural Language Processing) and Semantic Knowledge\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/#website\",\"url\":\"https:\\\/\\\/mpelembe.net\\\/\",\"name\":\"Mpelembe Network\",\"description\":\"Collaboration Platform\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/mpelembe.net\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/mpelembe.net\\\/#\\\/schema\\\/person\\\/2421ebbf3150931b1066b10a196d7608\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c66a2765397adfb52418f6f2310640167a0af23ce662da1b68c8a0b8650de556?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c66a2765397adfb52418f6f2310640167a0af23ce662da1b68c8a0b8650de556?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/c66a2765397adfb52418f6f2310640167a0af23ce662da1b68c8a0b8650de556?s=96&d=mm&r=g\",\"caption\":\"admin\"},\"sameAs\":[\"https:\\\/\\\/mpelembe.net\"],\"url\":\"https:\\\/\\\/mpelembe.net\\\/index.php\\\/author\\\/admin\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Practical examples of combining Search Results with the Power of NLP (Natural Language Processing) and Semantic Knowledge - Mpelembe Network","description":"The frustrating experience of trying to search for something and not finding the results we are after is familiar. By building systems that leverage NLP, by infusing systems with semantic knowledge this frustration can be minimised for end users.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/","og_locale":"en_US","og_type":"article","og_title":"Practical examples of combining Search Results with the Power of NLP (Natural Language Processing) and Semantic Knowledge - Mpelembe Network","og_description":"The frustrating experience of trying to search for something and not finding the results we are after is familiar. By building systems that leverage NLP, by infusing systems with semantic knowledge this frustration can be minimised for end users.","og_url":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/","og_site_name":"Mpelembe Network","article_published_time":"2023-04-16T14:54:04+00:00","article_modified_time":"2023-04-17T11:21:59+00:00","og_image":[{"width":600,"height":337,"url":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/04\/NLP-Semantic-Search.jpg","type":"image\/jpeg"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/#article","isPartOf":{"@id":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/"},"author":{"name":"admin","@id":"https:\/\/mpelembe.net\/#\/schema\/person\/2421ebbf3150931b1066b10a196d7608"},"headline":"Practical examples of combining Search Results with the Power of NLP (Natural Language Processing) and Semantic Knowledge","datePublished":"2023-04-16T14:54:04+00:00","dateModified":"2023-04-17T11:21:59+00:00","mainEntityOfPage":{"@id":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/"},"wordCount":467,"image":{"@id":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/#primaryimage"},"thumbnailUrl":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/04\/NLP-Semantic-Search.jpg","keywords":["Academic disciplines","Alexa","Allen Institute for Artificial Intelligence","Artificial intelligence","Computational linguistics","Computational science","History of chatbots","Natural language processing","Neuro-linguistic programming","New York City","Science software","Siri","Speech recognition"],"articleSection":["Innovation"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/","url":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/","name":"Practical examples of combining Search Results with the Power of NLP (Natural Language Processing) and Semantic Knowledge - Mpelembe Network","isPartOf":{"@id":"https:\/\/mpelembe.net\/#website"},"primaryImageOfPage":{"@id":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/#primaryimage"},"image":{"@id":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/#primaryimage"},"thumbnailUrl":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/04\/NLP-Semantic-Search.jpg","datePublished":"2023-04-16T14:54:04+00:00","dateModified":"2023-04-17T11:21:59+00:00","author":{"@id":"https:\/\/mpelembe.net\/#\/schema\/person\/2421ebbf3150931b1066b10a196d7608"},"description":"The frustrating experience of trying to search for something and not finding the results we are after is familiar. By building systems that leverage NLP, by infusing systems with semantic knowledge this frustration can be minimised for end users.","breadcrumb":{"@id":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/#primaryimage","url":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/04\/NLP-Semantic-Search.jpg","contentUrl":"https:\/\/mpelembe.net\/wp-content\/uploads\/2023\/04\/NLP-Semantic-Search.jpg","width":600,"height":337},{"@type":"BreadcrumbList","@id":"https:\/\/mpelembe.net\/index.php\/practical-examples-of-combining-search-results-with-the-power-of-nlp-natural-language-processing-and-semantic-knowledge\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/mpelembe.net\/"},{"@type":"ListItem","position":2,"name":"Practical examples of combining Search Results with the Power of NLP (Natural Language Processing) and Semantic Knowledge"}]},{"@type":"WebSite","@id":"https:\/\/mpelembe.net\/#website","url":"https:\/\/mpelembe.net\/","name":"Mpelembe Network","description":"Collaboration Platform","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mpelembe.net\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/mpelembe.net\/#\/schema\/person\/2421ebbf3150931b1066b10a196d7608","name":"admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/c66a2765397adfb52418f6f2310640167a0af23ce662da1b68c8a0b8650de556?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/c66a2765397adfb52418f6f2310640167a0af23ce662da1b68c8a0b8650de556?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c66a2765397adfb52418f6f2310640167a0af23ce662da1b68c8a0b8650de556?s=96&d=mm&r=g","caption":"admin"},"sameAs":["https:\/\/mpelembe.net"],"url":"https:\/\/mpelembe.net\/index.php\/author\/admin\/"}]}},"_links":{"self":[{"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/posts\/2389","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/comments?post=2389"}],"version-history":[{"count":6,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/posts\/2389\/revisions"}],"predecessor-version":[{"id":2423,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/posts\/2389\/revisions\/2423"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/media\/2390"}],"wp:attachment":[{"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/media?parent=2389"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/categories?post=2389"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mpelembe.net\/index.php\/wp-json\/wp\/v2\/tags?post=2389"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}