{"id":2984,"date":"2025-03-05T08:58:45","date_gmt":"2025-03-05T07:58:45","guid":{"rendered":"https:\/\/blog.baamtu.com\/?p=2984"},"modified":"2025-03-14T15:53:50","modified_gmt":"2025-03-14T14:53:50","slug":"les-fondements-du-nlp-et-du-deep-learning-guide-complet","status":"publish","type":"post","link":"https:\/\/blog.baamtu.com\/en\/les-fondements-du-nlp-et-du-deep-learning-guide-complet\/","title":{"rendered":"The foundations of NLP and Deep Learning"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"2984\" class=\"elementor elementor-2984\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e2c4d15 e-flex e-con-boxed e-con e-parent\" data-id=\"e2c4d15\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-07ce492 elementor-widget elementor-widget-image\" data-id=\"07ce492\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.23.0 - 05-08-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\/\/blog.baamtu.com\/wp-content\/uploads\/2025\/03\/NLP-768x432.png\" class=\"attachment-medium_large size-medium_large wp-image-3652\" alt=\"\" srcset=\"https:\/\/blog.baamtu.com\/wp-content\/uploads\/2025\/03\/NLP-768x432.png 768w, https:\/\/blog.baamtu.com\/wp-content\/uploads\/2025\/03\/NLP-300x169.png 300w, https:\/\/blog.baamtu.com\/wp-content\/uploads\/2025\/03\/NLP-1024x576.png 1024w, https:\/\/blog.baamtu.com\/wp-content\/uploads\/2025\/03\/NLP-1536x864.png 1536w, https:\/\/blog.baamtu.com\/wp-content\/uploads\/2025\/03\/NLP-2048x1152.png 2048w, https:\/\/blog.baamtu.com\/wp-content\/uploads\/2025\/03\/NLP-18x10.png 18w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d9035d2 e-flex e-con-boxed e-con e-parent\" data-id=\"d9035d2\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d561dbe elementor-widget elementor-widget-text-editor\" data-id=\"d561dbe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.23.0 - 05-08-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"font-weight: 400; color: #000000;\"><span style=\"font-weight: 400;\">The foundations of NLP and Deep Learning are revolutionizing the processing of textual data. <\/span><\/span><span style=\"font-weight: 400; color: #000000;\">Over the past few years, Natural Language Processing (NLP) has made significant advancements, particularly with the emergence of Large Language Models (LLMs). These models have paved the way for powerful applications such as machine translation, text generation, and semantic analysis, achieving unprecedented accuracy levels. These developments are not coincidental but result from a series of methodological and technical innovations that have redefined the field. In this blog series, we will explore various text representation approaches and the foundational models supporting these advancements, examining their impact on Data Science.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d4a0e81 e-flex e-con-boxed e-con e-parent\" data-id=\"d4a0e81\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-aa6c342 elementor-widget elementor-widget-text-editor\" data-id=\"aa6c342\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_69_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of content<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/blog.baamtu.com\/en\/les-fondements-du-nlp-et-du-deep-learning-guide-complet\/#1_Les_fondements_du_NLP_et_du_Deep_Learning_traiter_lexplosion_des_donnees_textuelles\" title=\"1. The foundations of NLP and Deep Learning: addressing the explosion of textual data.\">1. The foundations of NLP and Deep Learning: addressing the explosion of textual data.<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/blog.baamtu.com\/en\/les-fondements-du-nlp-et-du-deep-learning-guide-complet\/#2_Les_fondements_du_NLP_et_du_Deep_Learning_Definition_et_enjeux\" title=\"2. The Foundations of NLP and Deep Learning: Definition and Challenges\">2. The Foundations of NLP and Deep Learning: Definition and Challenges<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/blog.baamtu.com\/en\/les-fondements-du-nlp-et-du-deep-learning-guide-complet\/#3_Les_fondements_du_NLP_et_du_Deep_Learning_expliques_dans_%E2%80%98The_NLP_Kingdom_%C2%BB\" title=\"3. Les fondements du NLP et du Deep Learning expliqu\u00e9s dans &lsquo;The NLP Kingdom\u00a0\u00bb\">3.The Foundations of NLP and Deep Learning explained in 'The NLP Kingdom'<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/blog.baamtu.com\/en\/les-fondements-du-nlp-et-du-deep-learning-guide-complet\/#Saison_1\" title=\"Season 1 :\">Season 1 :<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/blog.baamtu.com\/en\/les-fondements-du-nlp-et-du-deep-learning-guide-complet\/#Saison_2\" title=\"Season 2 :\">Season 2 :<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/blog.baamtu.com\/en\/les-fondements-du-nlp-et-du-deep-learning-guide-complet\/#Saison_3\" title=\"Season 3 :\">Season 3 :<\/a><ul class='ez-toc-list-level-6' ><li class='ez-toc-heading-level-6'><ul class='ez-toc-list-level-6' ><li class='ez-toc-heading-level-6'><ul class='ez-toc-list-level-6' ><li class='ez-toc-heading-level-6'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/blog.baamtu.com\/en\/les-fondements-du-nlp-et-du-deep-learning-guide-complet\/#Cliquez_ici_et_ne_ratez_pas_nos_prochaines_publications_sur_le_sujet\" title=\"Click here and don&#039;t miss our upcoming posts on the topic!\">Click here and don't miss our upcoming posts on the topic!<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 data-start=\"172\" data-end=\"232\"><span class=\"ez-toc-section\" id=\"1_Les_fondements_du_NLP_et_du_Deep_Learning_traiter_lexplosion_des_donnees_textuelles\"><\/span><span style=\"color: #000000;\">1. The foundations of NLP and Deep Learning: addressing the explosion of textual data.<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2><p><span style=\"font-weight: 400; color: #000000;\">Nowadays, over 70% of circulating data is text. Therefore, we need to find ways to process it and, more importantly, extract useful information from it. All the techniques used to achieve this goal are grouped under the term NLP (Natural Language Processing), which combines machine learning techniques and text data pre-processing.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">We handle text data daily, and to name just a few, we have emails, social networks, web pages, SMS messages, and instant messaging. This enormous mass of data is just waiting to be harnessed.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">Indeed, this text data can be harnessed to develop several types of applications.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Sentence or document classification (i.e., sentiment analysis in a text).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Machine translation.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Speech synthesis.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Conversational agent (i.e., customer service).<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">Everything you want, or at least everything you can do.<\/span><\/li><\/ul><p><span style=\"font-weight: 400; color: #000000;\">As you can see, the list of applications we can create with textual data is as long as the size of the data itself, though maybe I\u2019m exaggerating a bit here.<\/span><\/p><h2 data-start=\"816\" data-end=\"852\"><span class=\"ez-toc-section\" id=\"2_Les_fondements_du_NLP_et_du_Deep_Learning_Definition_et_enjeux\"><\/span><span style=\"color: #000000;\">2. The Foundations of NLP and Deep Learning: Definition and Challenges<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2><p><span style=\"font-weight: 400; color: #000000;\">And what if we asked the greatest of scholars:<\/span><\/p><p><span style=\"color: #000000;\"><strong data-start=\"1373\" data-end=\"1418\">The foundations of NLP and Deep Learning<\/strong> They rely on advanced techniques of artificial intelligence and machine learning, enabling a machine to understand and process textual data efficiently.<\/span><\/p><p><span style=\"color: #000000;\">Natural Language Processing (NLP), or automatic language processing, or even automatic language processing (NLP), is a multidisciplinary field involving linguistics, computer science, and artificial intelligence. It aims to create tools for processing natural language for various applications. It should not be confused with computational linguistics, which aims to understand languages through the use of computational tools. (Wikipedia)<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">In simpler terms, Natural Language Processing (NLP) is here to offer techniques and strategies to create these different applications, allowing a machine to be as efficient as a human in understanding the languages we use in our daily lives.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">You might say it's an impossible mission!!!<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">But here's the thing, we have quite a few Tom Cruises in the world of NLP. <\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">However, even Tom Cruise could fail in such a perilous mission, and for several reasons, such as the complexity and diversity of languages (grammar, conjugation, word composition, etc.). To make matters worse, there's the added challenge of being able to effectively automate the evaluation of such systems. In other words, we still need a human to assess the performance of these applications, like a chatbot interacting with a human.<\/span><\/p><p><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">All these challenges related to the processing of textual data inspired us to propose a series called... <\/span><b>The NLP Kingdom<\/b><span style=\"font-weight: 400;\"> with three seasons to explain in detail the techniques used to create applications that leverage textual data, so that anyone can roll up their sleeves in a kingdom as vast and full of challenges to solve.<\/span><\/span><\/p><h2 data-start=\"1254\" data-end=\"1307\"><span class=\"ez-toc-section\" id=\"3_Les_fondements_du_NLP_et_du_Deep_Learning_expliques_dans_%E2%80%98The_NLP_Kingdom_%C2%BB\"><\/span><span style=\"color: #000000;\">3.The Foundations of NLP and Deep Learning explained in 'The NLP Kingdom'<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2><p><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">The first season consists of three episodes. In this season, we will focus more on the preprocessing techniques used in the field of NLP, namely <\/span><b>Flirting with NLP<\/b><span style=\"font-weight: 400;\">.<\/span><\/span><\/p><h3><span class=\"ez-toc-section\" id=\"Saison_1\"><\/span><span style=\"color: #000000;\"><b>Season 1 :<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">\u00c9pisode 1 : From text to word\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">\u00c9pisode 2 : From words to numbers\u00a0<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">\u00c9pisode 3 : From numbers to insights<\/span><\/li><\/ul><p><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">The second season, also consisting of 3 episodes, will take us deep into the intricacies of representing words as continuous vectors that capture both the semantic and syntactic representation of words, namely. <\/span><b>Word Embedding<\/b><span style=\"font-weight: 400;\">.<\/span><\/span><\/p><h3><span class=\"ez-toc-section\" id=\"Saison_2\"><\/span><span style=\"color: #000000;\"><b>Season 2 :<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">\u00c9pisode 1 : Word2Vec<\/span><ul><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400; color: #000000;\">Part 1 : Skip-Gram<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400; color: #000000;\">Part 2 : Continuous Bag Of Words (CBOW)<\/span><\/li><\/ul><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">\u00c9pisode 2 : Global Vectors (GloVe)<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">\u00c9pisode 3 : Other Technics<\/span><\/li><\/ul><p><span style=\"color: #000000;\"><span style=\"font-weight: 400;\">The third and final season will use the narratives from the previous two to immerse us in the heart of a profound network of brilliant minds working behind the scenes to give ordinary people like us the tools to shine in the kingdom of NLP, namely. <\/span><b>Deep NLP<\/b><span style=\"font-weight: 400;\">.<\/span><\/span><\/p><h3><span class=\"ez-toc-section\" id=\"Saison_3\"><\/span><span style=\"color: #000000;\"><b>Season 3 :<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h3><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">\u00c9pisode 1 : RNNs<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">\u00c9pisode 2 : LSTMs<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">\u00c9pisode 3 : GRUs<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">\u00c9pisode 4 : Attention<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">\u00c9pisode 5 : Seq2Seq models<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400; color: #000000;\">\u00c9pisode 6 : Beam Search VS Greedy Search<\/span><\/li><\/ul><p><span style=\"color: #000000;\">To conclude, the <strong data-start=\"2775\" data-end=\"2816\">fondements du NLP et du Deep Learning<\/strong> allow us to transform the way we leverage textual data, thus opening up new possibilities for businesses and researchers.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6de20d0 e-flex e-con-boxed e-con e-parent\" data-id=\"6de20d0\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-305f120 elementor-widget elementor-widget-text-editor\" data-id=\"305f120\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h6><span class=\"ez-toc-section\" id=\"Cliquez_ici_et_ne_ratez_pas_nos_prochaines_publications_sur_le_sujet\"><\/span><a href=\"https:\/\/tally.so\/r\/mBQYPe?AT=FondNLP\" target=\"_blank\" rel=\"noopener\"><strong><span style=\"color: #000000;\">Click here and don't miss our upcoming posts on the topic!<\/span><\/strong><\/a><span class=\"ez-toc-section-end\"><\/span><\/h6><p><span style=\"color: #000000;\">Feel free to contact us at: contact@baamtu.com<\/span><\/p><p>\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Les fondements du NLP et du Deep Learning r\u00e9volutionnent le traitement des donn\u00e9es textuelles. Au cours des derni\u00e8res ann\u00e9es, le [&hellip;]<\/p>","protected":false},"author":4,"featured_media":3652,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2984","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - 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