{"id":1021,"date":"2023-09-08T02:46:33","date_gmt":"2023-09-08T02:46:33","guid":{"rendered":"https:\/\/live.21lab.co\/mlab\/?post_type=nproject&#038;p=1021"},"modified":"2024-01-02T18:26:53","modified_gmt":"2024-01-02T18:26:53","slug":"sentiment-analysis","status":"publish","type":"nproject","link":"https:\/\/leprofile.com\/index.php\/nproject\/sentiment-analysis\/","title":{"rendered":"Unveiling Sentiments in Malay and English: A Text and Audio Analysis Journey"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1021\" class=\"elementor elementor-1021\" data-elementor-post-type=\"nproject\">\n\t\t\t\t\t\t<div class=\"elementor-section elementor-top-section elementor-element elementor-element-ceb508f sticky-element bg-blur elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ceb508f\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-67355b9 elementor-hidden-mobile\" data-id=\"67355b9\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b5e16e3 elementor-widget elementor-widget-heading\" data-id=\"b5e16e3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Quick links to the information:<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-32db17c\" data-id=\"32db17c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b126e06 pp-buttons-halign-right style1 elementor-widget__width-initial pp-buttons-stack-none elementor-widget elementor-widget-pp-buttons\" data-id=\"b126e06\" data-element_type=\"widget\" data-widget_type=\"pp-buttons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"pp-buttons-group\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"#one\" class=\"pp-button elementor-button elementor-size-sm elementor-repeater-item-04600d6 \">\n\t\t\t\t\t<div class=\"pp-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"pp-button-content-inner pp-icon-before\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"pp-button-title\">\n\t\t\t\t\t\t\t\t\tCase description\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"#two\" class=\"pp-button elementor-button elementor-size-sm elementor-repeater-item-2d7856a \">\n\t\t\t\t\t<div class=\"pp-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"pp-button-content-inner pp-icon-before\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"pp-button-title\">\n\t\t\t\t\t\t\t\t\tThe solution & Technology\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"#three\" class=\"pp-button elementor-button elementor-size-sm elementor-repeater-item-588dffa \">\n\t\t\t\t\t<div class=\"pp-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"pp-button-content-inner pp-icon-before\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"pp-button-title\">\n\t\t\t\t\t\t\t\t\tResult Driven\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/live.21lab.co\/mlab\/contact-us\/\" class=\"pp-button elementor-button elementor-size-sm elementor-repeater-item-42ca715 \" rel=\"noopener\">\n\t\t\t\t\t<div class=\"pp-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"pp-button-content-inner pp-icon-before\">\n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<span class=\"pp-button-title\">\n\t\t\t\t\t\t\t\t\tContact Us\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-section elementor-top-section elementor-element elementor-element-c81a9f0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c81a9f0\" data-element_type=\"section\" id=\"one\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f111f18\" data-id=\"f111f18\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b375ef1 elementor-widget elementor-widget-heading\" data-id=\"b375ef1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Introduction &amp; Case description<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0cd2f0 elementor-widget elementor-widget-heading\" data-id=\"c0cd2f0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Sentiments in Malay and English<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-13f7eec elementor-widget elementor-widget-pp-content-reveal\" data-id=\"13f7eec\" data-element_type=\"widget\" data-settings=\"{&quot;default_content_state&quot;:&quot;unreveal&quot;}\" data-widget_type=\"pp-content-reveal.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"pp-content-reveal-content-wrapper\" data-speed=\"0.5\" data-visibility=\"pixels\" data-scroll-top=\"yes\" data-content-height=\"230\">\n\t\t\t<div class=\"pp-content-reveal-content\">\n\t\t\t\t<p data-sourcepos=\"3:1-3:271\">This project delves into the captivating world of human emotions, exploring how they manifest in both written and spoken languages. Here, we analyze sentiments expressed in two vibrant tongues: <strong>Malay<\/strong> and <strong>English<\/strong>, weaving through the intricacies of text and audio.<\/p><p data-sourcepos=\"3:1-3:271\">\u00a0<\/p><p data-sourcepos=\"5:1-5:22\"><strong>Technical Details:<\/strong><\/p><ul data-sourcepos=\"7:1-21:0\"><li data-sourcepos=\"7:1-7:149\"><strong>Data:<\/strong>\u00a0A curated dataset of text and audio recordings in both Malay and English covering various domains (e.g., social media, news, interviews).<\/li><\/ul><p><strong>Text Analysis:<\/strong><\/p><ul><li style=\"list-style-type: none;\"><ul data-sourcepos=\"9:5-10:223\"><li data-sourcepos=\"9:5-9:132\"><strong>Lexical analysis:<\/strong>\u00a0Employing sentiment lexicons and rule-based approaches to identify sentiment-carrying words and phrases.<\/li><li data-sourcepos=\"10:5-10:223\"><strong>Machine Learning:<\/strong>\u00a0Building and training classifiers using supervised learning techniques like Naive Bayes, Support Vector Machines, or Recurrent Neural Networks (RNNs) to automatically recognize sentiment in text.<\/li><\/ul><\/li><\/ul><p><strong>Audio Analysis:<\/strong><\/p><ul><li style=\"list-style-type: none;\"><ul data-sourcepos=\"12:5-13:125\"><li data-sourcepos=\"12:5-12:163\"><strong>Feature extraction:<\/strong>\u00a0Extracting acoustic features like pitch, energy, and mel-frequency cepstral coefficients (MFCCs) to capture emotional cues in speech.<\/li><li data-sourcepos=\"13:5-13:125\"><strong>Machine Learning:<\/strong>\u00a0Similar to text analysis, training classifiers using audio features to classify spoken sentiment.<\/li><\/ul><\/li><\/ul>\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"pp-content-reveal-saparator\"><\/div>\n\t\t\t\t\t<\/div>\n\t\t<div class=\"pp-content-reveal-buttons-wrapper\">\n\t\t\t<div class=\"pp-content-reveal-button-inner elementor-button elementor-size-md pp-button-icon-after\">\n\t\t\t\t<span class=\"pp-content-reveal-button pp-content-reveal-button-open\">\n\t\t\t\t\t<span class=\"pp-content-reveal-button-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"pp-button-icon pp-icon\"><svg class=\"e-font-icon-svg e-fas-angle-up\" viewBox=\"0 0 320 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M177 159.7l136 136c9.4 9.4 9.4 24.6 0 33.9l-22.6 22.6c-9.4 9.4-24.6 9.4-33.9 0L160 255.9l-96.4 96.4c-9.4 9.4-24.6 9.4-33.9 0L7 329.7c-9.4-9.4-9.4-24.6 0-33.9l136-136c9.4-9.5 24.6-9.5 34-.1z\"><\/path><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"pp-content-reveal-button-text\">\n\t\t\t\t\t\t\t\tRead Less\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t<\/span>\n\t\t\t\t<span class=\"pp-content-reveal-button pp-content-reveal-button-closed\">\n\t\t\t\t\t<span class=\"pp-content-reveal-button-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"pp-content-reveal-button-text\">\n\t\t\t\t\t\t\t\tRead More\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-section elementor-top-section elementor-element elementor-element-68f3b27 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"68f3b27\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b4f12d3\" data-id=\"b4f12d3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-section elementor-inner-section elementor-element elementor-element-c880722 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c880722\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-015424f\" data-id=\"015424f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e8847e4 aligncenter elementor-widget elementor-widget-counter\" data-id=\"e8847e4\" data-element_type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Ai Developers<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"5\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\"><\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-a962b28\" data-id=\"a962b28\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-71e82c6 aligncenter elementor-widget elementor-widget-counter\" data-id=\"71e82c6\" data-element_type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Data Scientist <\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"3\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\"><\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-056cc5b\" data-id=\"056cc5b\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-438b5a6 aligncenter elementor-widget elementor-widget-counter\" data-id=\"438b5a6\" data-element_type=\"widget\" data-widget_type=\"counter.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-counter\">\n\t\t\t<div class=\"elementor-counter-title\">Language Professionals<\/div>\t\t\t<div class=\"elementor-counter-number-wrapper\">\n\t\t\t\t<span class=\"elementor-counter-number-prefix\"><\/span>\n\t\t\t\t<span class=\"elementor-counter-number\" data-duration=\"2000\" data-to-value=\"7\" data-from-value=\"0\" data-delimiter=\",\">0<\/span>\n\t\t\t\t<span class=\"elementor-counter-number-suffix\"><\/span>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c2a44b elementor-widget elementor-widget-pp-divider\" data-id=\"1c2a44b\" data-element_type=\"widget\" data-widget_type=\"pp-divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"pp-divider-wrap\">\n\t\t\t\t\t\t\t<div class=\"pp-divider pp-divider-horizontal horizontal\"><\/div>\n\t\t\t\t\t\t<\/div>    \n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-section elementor-top-section elementor-element elementor-element-6776367 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6776367\" data-element_type=\"section\" id=\"two\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-b2e96ac\" data-id=\"b2e96ac\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9888a89 elementor-widget elementor-widget-heading\" data-id=\"9888a89\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">The solution &amp; Technology<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6929334 elementor-widget elementor-widget-text-editor\" data-id=\"6929334\" 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\t\t<p><strong>Data<\/strong><\/p><p>A curated dataset of text and audio recordings in both Malay and English covering various domains (e.g., social media, news, interviews).<\/p><p><strong>Text Analysis<\/strong><\/p><ul><li style=\"list-style-type: none;\"><ul data-sourcepos=\"9:5-10:223\"><li data-sourcepos=\"9:5-9:132\"><strong>Lexical analysis:<\/strong>\u00a0Employing sentiment lexicons and rule-based approaches to identify sentiment-carrying words and phrases.<\/li><li data-sourcepos=\"10:5-10:223\"><strong>Machine Learning:<\/strong>\u00a0Building and training classifiers using supervised learning techniques like Naive Bayes, Support Vector Machines, or Recurrent Neural Networks (RNNs) to automatically recognize sentiment in text.<\/li><\/ul><\/li><\/ul><p><strong>Audio Analysis<\/strong><\/p><ul><li style=\"list-style-type: none;\"><ul data-sourcepos=\"12:5-13:125\"><li data-sourcepos=\"12:5-12:163\"><strong>Feature extraction:<\/strong>\u00a0Extracting acoustic features like pitch, energy, and mel-frequency cepstral coefficients (MFCCs) to capture emotional cues in speech.<\/li><li data-sourcepos=\"13:5-13:125\"><strong>Machine Learning:<\/strong>\u00a0Similar to text analysis, training classifiers using audio features to classify spoken sentiment.<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40deeaf pp-icon-list-inline style1 elementor-list-item-link-inline pp-icon-left elementor-widget elementor-widget-pp-icon-list\" data-id=\"40deeaf\" data-element_type=\"widget\" data-widget_type=\"pp-icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"pp-list-container\">\n\t\t\t<ul class=\"pp-list-items pp-inline-items\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"pp-icon-list-item elementor-repeater-item-6873be6\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"pp-icon-list-text\">\n\t\t\t\t\t\t\t\tLexical analysis\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"pp-icon-list-item elementor-repeater-item-41a2d60\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"pp-icon-list-text\">\n\t\t\t\t\t\t\t\tAudio Analysis\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"pp-icon-list-item elementor-repeater-item-0630834\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"pp-icon-list-text\">\n\t\t\t\t\t\t\t\tMachine Learning\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"pp-icon-list-item elementor-repeater-item-0ead069\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"pp-icon-list-text\">\n\t\t\t\t\t\t\t\tFeature extraction\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li class=\"pp-icon-list-item elementor-repeater-item-0c108e0\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"#\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"pp-icon-list-text\">\n\t\t\t\t\t\t\t\tLanguage nuances\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1f6fbc6\" data-id=\"1f6fbc6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-70c56e5 elementor-widget elementor-widget-image\" data-id=\"70c56e5\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"740\" height=\"1024\" src=\"https:\/\/leprofile.com\/wp-content\/uploads\/2023\/09\/6483185ae8ba5f58c2fc247d_Use-cases-of-sentiment-analysis-1-740x1024.jpg\" class=\"attachment-large size-large wp-image-2501\" alt=\"\" srcset=\"https:\/\/leprofile.com\/wp-content\/uploads\/2023\/09\/6483185ae8ba5f58c2fc247d_Use-cases-of-sentiment-analysis-1-740x1024.jpg 740w, https:\/\/leprofile.com\/wp-content\/uploads\/2023\/09\/6483185ae8ba5f58c2fc247d_Use-cases-of-sentiment-analysis-1-217x300.jpg 217w, https:\/\/leprofile.com\/wp-content\/uploads\/2023\/09\/6483185ae8ba5f58c2fc247d_Use-cases-of-sentiment-analysis-1.jpg 744w\" sizes=\"(max-width: 740px) 100vw, 740px\" \/>\t\t\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-section elementor-top-section elementor-element elementor-element-fc57b17 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fc57b17\" data-element_type=\"section\" id=\"three\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-03bb439\" data-id=\"03bb439\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-99fd0ac elementor-widget elementor-widget-image\" data-id=\"99fd0ac\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"900\" height=\"675\" src=\"https:\/\/leprofile.com\/wp-content\/uploads\/2023\/09\/customer_text_and_sentiment_analysis_dashboard_slide01.jpg\" class=\"attachment-large size-large wp-image-2502\" alt=\"\" srcset=\"https:\/\/leprofile.com\/wp-content\/uploads\/2023\/09\/customer_text_and_sentiment_analysis_dashboard_slide01.jpg 960w, https:\/\/leprofile.com\/wp-content\/uploads\/2023\/09\/customer_text_and_sentiment_analysis_dashboard_slide01-300x225.jpg 300w, https:\/\/leprofile.com\/wp-content\/uploads\/2023\/09\/customer_text_and_sentiment_analysis_dashboard_slide01-768x576.jpg 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/>\t\t\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-05be333\" data-id=\"05be333\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fe4a0c4 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"fe4a0c4\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-96da881 elementor-widget elementor-widget-heading\" data-id=\"96da881\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Result Driven<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1dacf8e elementor-widget elementor-widget-text-editor\" data-id=\"1dacf8e\" 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\t\t<ul data-sourcepos=\"7:1-21:0\"><li data-sourcepos=\"14:1-16:138\"><strong>Challenges and Solutions:<\/strong><ul data-sourcepos=\"15:5-16:138\"><li data-sourcepos=\"15:5-15:163\"><strong>Language nuances:<\/strong>\u00a0Adapting sentiment analysis techniques to handle the specificities of Malay language, including informal slang and cultural references.<\/li><li data-sourcepos=\"16:5-16:138\"><strong>Audio complexity:<\/strong>\u00a0Addressing background noise, speaker variations, and non-verbal cues to accurately interpret spoken sentiment.<\/li><\/ul><\/li><li data-sourcepos=\"17:1-21:0\"><strong>Outcomes:<\/strong><ul data-sourcepos=\"18:5-21:0\"><li data-sourcepos=\"18:5-18:108\">Identifying positive, negative, and neutral sentiment trends in Malay and English text and audio data.<\/li><li data-sourcepos=\"19:5-19:107\">Gaining insights into public opinion, customer feedback, and emotional responses in various contexts.<\/li><li data-sourcepos=\"20:5-21:0\">Potential for applications in social media analysis, market research, and sentiment-aware AI systems.<\/li><\/ul><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f9f4ed elementor-widget elementor-widget-testimonial\" data-id=\"8f9f4ed\" data-element_type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-content\">\"What impressed us the most was Leprofile's collaborative approach. They took the time to understand our unique needs and challenges, ensuring that the solution was tailored to our specific requirements. The team's professionalism, dedication, and innovative thinking were evident throughout the project.\"\n<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-testimonial-meta\">\n\t\t\t\t<div class=\"elementor-testimonial-meta-inner\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-details\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-name\">Adenan, Project Director, TNB Careline<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>An autonomous invoicing and billing web platform that enables businesses to i","protected":false},"featured_media":1035,"template":"","nproject-category":[43,42,46,47],"nproject-tag":[54,52,53,32,33],"class_list":["post-1021","nproject","type-nproject","status-publish","has-post-thumbnail","hentry","nproject-category-ai","nproject-category-automation","nproject-category-cyber-security","nproject-category-systems","nproject-tag-api","nproject-tag-nlp","nproject-tag-nodejs","nproject-tag-python","nproject-tag-reactjs"],"acf":[],"_links":{"self":[{"href":"https:\/\/leprofile.com\/index.php\/wp-json\/wp\/v2\/nproject\/1021","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/leprofile.com\/index.php\/wp-json\/wp\/v2\/nproject"}],"about":[{"href":"https:\/\/leprofile.com\/index.php\/wp-json\/wp\/v2\/types\/nproject"}],"version-history":[{"count":5,"href":"https:\/\/leprofile.com\/index.php\/wp-json\/wp\/v2\/nproject\/1021\/revisions"}],"predecessor-version":[{"id":2540,"href":"https:\/\/leprofile.com\/index.php\/wp-json\/wp\/v2\/nproject\/1021\/revisions\/2540"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/leprofile.com\/index.php\/wp-json\/wp\/v2\/media\/1035"}],"wp:attachment":[{"href":"https:\/\/leprofile.com\/index.php\/wp-json\/wp\/v2\/media?parent=1021"}],"wp:term":[{"taxonomy":"nproject-category","embeddable":true,"href":"https:\/\/leprofile.com\/index.php\/wp-json\/wp\/v2\/nproject-category?post=1021"},{"taxonomy":"nproject-tag","embeddable":true,"href":"https:\/\/leprofile.com\/index.php\/wp-json\/wp\/v2\/nproject-tag?post=1021"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}