{"id":23522,"date":"2023-09-27T21:22:56","date_gmt":"2023-09-27T21:22:56","guid":{"rendered":"https:\/\/onewerx.com\/?page_id=23522"},"modified":"2024-10-25T10:31:15","modified_gmt":"2024-10-25T10:31:15","slug":"lightfm","status":"publish","type":"page","link":"https:\/\/onewerx.com\/tools\/lightfm\/","title":{"rendered":"LightFM"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"23522\" class=\"elementor elementor-23522\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fd45a69 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"fd45a69\" data-element_type=\"section\" data-settings=\"{&quot;wdt_bg_image&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_laptop&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_tablet_extra&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_tablet&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_mobile_extra&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_mobile&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_position&quot;:&quot;center center&quot;,&quot;wdt_animation_effect&quot;:&quot;none&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f2cb51c\" data-id=\"f2cb51c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-c3332da elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"c3332da\" data-element_type=\"section\" data-settings=\"{&quot;wdt_bg_image&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_laptop&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_tablet_extra&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_tablet&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_mobile_extra&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_mobile&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_position&quot;:&quot;center center&quot;,&quot;wdt_animation_effect&quot;:&quot;none&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-38d40e4\" data-id=\"38d40e4\" 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-98d50fc wdt-custom-service-detail-images wdt-custom-service-detail-image-main elementor-widget elementor-widget-image\" data-id=\"98d50fc\" data-element_type=\"widget\" data-settings=\"{&quot;wdt_animation_effect&quot;:&quot;none&quot;}\" 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<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"546\" src=\"https:\/\/onewerx.com\/wp-content\/uploads\/sites\/17\/2024\/10\/la-1024x546.webp\" class=\"attachment-large size-large wp-image-30498\" alt=\"\" srcset=\"https:\/\/onewerx.com\/wp-content\/uploads\/sites\/17\/2024\/10\/la-1024x546.webp 1024w, https:\/\/onewerx.com\/wp-content\/uploads\/sites\/17\/2024\/10\/la-300x160.webp 300w, https:\/\/onewerx.com\/wp-content\/uploads\/sites\/17\/2024\/10\/la-768x410.webp 768w, https:\/\/onewerx.com\/wp-content\/uploads\/sites\/17\/2024\/10\/la-1536x819.webp 1536w, https:\/\/onewerx.com\/wp-content\/uploads\/sites\/17\/2024\/10\/la-1000x533.webp 1000w, https:\/\/onewerx.com\/wp-content\/uploads\/sites\/17\/2024\/10\/la-jpg.webp 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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<div class=\"elementor-element elementor-element-361f0d9 elementor-widget elementor-widget-heading\" data-id=\"361f0d9\" data-element_type=\"widget\" data-settings=\"{&quot;wdt_animation_effect&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">LightFM <\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-57cfdaf elementor-widget elementor-widget-text-editor\" data-id=\"57cfdaf\" data-element_type=\"widget\" data-settings=\"{&quot;wdt_animation_effect&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>LightFM, a Python implementation of a number of popular recommendation algorithms, is instrumental in e-commerce for developing advanced recommendation systems. It provides a comprehensive suite for creating hybrid recommendation models, allowing e-commerce platforms to offer personalized product suggestions based on user behavior and item attributes.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e19085e elementor-widget elementor-widget-heading\" data-id=\"e19085e\" data-element_type=\"widget\" data-settings=\"{&quot;wdt_animation_effect&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">OneWerx:<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f0fa14 elementor-widget elementor-widget-text-editor\" data-id=\"3f0fa14\" data-element_type=\"widget\" data-settings=\"{&quot;wdt_animation_effect&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>In the world of personalized shopping experiences in e-commerce, LightFM stands out as a versatile implementation of recommendation algorithms. It enables the development of hybrid recommendation models that can provide personalized product suggestions based on user behavior and item attributes, enhancing user satisfaction and driving sales.<\/p>\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<\/section>\n\t\t<div class=\"elementor-element elementor-element-b72f647 e-con-full wdt-section-wrap-col e-flex e-con e-parent\" data-id=\"b72f647\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t<div class=\"elementor-element elementor-element-7a6c6ff e-con-full e-flex e-con e-child\" data-id=\"7a6c6ff\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b079b6f wdt-custom-service-detail-list elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"b079b6f\" data-element_type=\"widget\" data-settings=\"{&quot;wdt_animation_effect&quot;:&quot;none&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-dot-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Hybrid Recommendation Models: Combine user behavior and item attributes to generate personalized product suggestions.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-dot-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Collaborative Filtering: Leverage user behavior data to recommend products.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-dot-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Personalized Product Recommendations: Develop recommendation systems that offer personalized product suggestions on home pages, product pages, and checkout.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-dot-circle\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8C119.033 8 8 119.033 8 256s111.033 248 248 248 248-111.033 248-248S392.967 8 256 8zm80 248c0 44.112-35.888 80-80 80s-80-35.888-80-80 35.888-80 80-80 80 35.888 80 80z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Email Marketing Recommendations: Create systems that send personalized product suggestions to users based on their browsing history.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-736f074 e-con-full e-flex e-con e-child\" data-id=\"736f074\" data-element_type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26ece03 wdt-custom-service-detail-images elementor-widget elementor-widget-image\" data-id=\"26ece03\" data-element_type=\"widget\" data-settings=\"{&quot;wdt_animation_effect&quot;:&quot;none&quot;}\" 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<img decoding=\"async\" src=\"https:\/\/onewerx.com\/wp-content\/uploads\/sites\/17\/elementor\/thumbs\/kf-jpg-qve8qp39otywfsol7sjvl44a7i3bilguu8f65v4z1s.webp\" title=\"kf\" alt=\"kf\" loading=\"lazy\" \/>\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-ba02c73 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"ba02c73\" data-element_type=\"section\" data-settings=\"{&quot;wdt_bg_image&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_laptop&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_tablet_extra&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_tablet&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_mobile_extra&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_mobile&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_position&quot;:&quot;center center&quot;,&quot;wdt_animation_effect&quot;:&quot;none&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-18a8a59\" data-id=\"18a8a59\" 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-3109e03 elementor-widget elementor-widget-heading\" data-id=\"3109e03\" data-element_type=\"widget\" data-settings=\"{&quot;wdt_animation_effect&quot;:&quot;none&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Information and use cases<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a41a65 elementor-widget elementor-widget-text-editor\" data-id=\"9a41a65\" data-element_type=\"widget\" data-settings=\"{&quot;wdt_animation_effect&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>LightFM is revolutionizing the way users shop online, making shopping more intuitive, personalized, and satisfying through advanced recommendation systems.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-db4654c elementor-widget elementor-widget-text-editor\" data-id=\"db4654c\" data-element_type=\"widget\" data-settings=\"{&quot;wdt_animation_effect&quot;:&quot;none&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Discover Personalized Shopping Experiences with LightFM! Develop Advanced Recommendation Systems Now!<\/p>\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<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-8f60c4d elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"8f60c4d\" data-element_type=\"section\" data-settings=\"{&quot;wdt_bg_image&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_laptop&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_tablet_extra&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_tablet&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_mobile_extra&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_image_mobile&quot;:{&quot;url&quot;:&quot;&quot;,&quot;id&quot;:&quot;&quot;,&quot;size&quot;:&quot;&quot;},&quot;wdt_bg_position&quot;:&quot;center center&quot;,&quot;wdt_animation_effect&quot;:&quot;none&quot;,&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-f6697af\" data-id=\"f6697af\" 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-5a8a0be wdt-custom-video-banner-1 elementor-widget elementor-widget-wdt-popup-box\" data-id=\"5a8a0be\" data-element_type=\"widget\" data-settings=\"{&quot;animation_on_hover&quot;:&quot;true&quot;,&quot;show_close_Button&quot;:&quot;true&quot;,&quot;esc_to_exit&quot;:&quot;true&quot;,&quot;click_to_exit&quot;:&quot;true&quot;,&quot;wdt_animation_effect&quot;:&quot;none&quot;}\" data-widget_type=\"wdt-popup-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"wdt-media-icon-animation-holder-container\"><div class=\"wdt-popup-box-trigger-holder wdt-click-element-image-n-label\" id=\"wdt-popup-box-trigger-5a8a0be\" data-settings=\"{&quot;module_id&quot;:&quot;5a8a0be&quot;,&quot;module_ref_id&quot;:&quot;wdt-popup-box-5a8a0be&quot;,&quot;popup_class&quot;:&quot;wdt-popup-box-window wdt-popup-box-window-5a8a0be wdt-fade-zoom&quot;,&quot;trigger_type&quot;:&quot;on-click&quot;,&quot;on_load_delay&quot;:null,&quot;on_load_after&quot;:null,&quot;external_class&quot;:null,&quot;external_id&quot;:null,&quot;show_close_Button&quot;:true,&quot;esc_to_exit&quot;:true,&quot;click_to_exit&quot;:true,&quot;animation_on_hover&quot;:true,&quot;mfp_src&quot;:&quot;https:\/\/www.youtube.com\/watch?v=l1TdphsR8Hc&quot;,&quot;mfp_type&quot;:&quot;iframe&quot;}\"><div class=\"wdt-popup-box-trigger-element\"><span class=\"wdt-popup-box-trigger-item wdt-popup-box-trigger-label\">Play<\/span><img decoding=\"async\" alt=\"AI E-Commerce\" src=\"https:\/\/onewerx.com\/wp-content\/uploads\/2023\/06\/service-detail-video-image-5.jpg\" class=\"wdt-popup-box-trigger-item wdt-popup-box-trigger-image\"><\/div><\/div><\/div>\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<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-ccc749c elementor-widget elementor-widget-wdt-side-nav-navigation\" data-id=\"ccc749c\" data-element_type=\"widget\" data-settings=\"{&quot;wdt_animation_effect&quot;:&quot;none&quot;}\" data-widget_type=\"wdt-side-nav-navigation.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<div class=\"wdt-sidenav-navigation-container \"><div class=\"wdt-sidenav-navigation-prev-wrapper\"><div class=\"wdt-sidenav-navigation-title-wrapper\"><p><a href=\"https:\/\/onewerx.com\/tools\/botpress\/\" title=\"Botpress\">Previous Service<\/a><\/p><span class=\"zmdi zmdi-long-arrow-left zmdi-hc-fw\"><\/span><h3><a href=\"https:\/\/onewerx.com\/tools\/botpress\/\" title=\"Botpress\">Botpress<\/a><\/h3><\/div><\/div><div class=\"wdt-sidenav-navigation-next-wrapper\"><div class=\"wdt-sidenav-navigation-title-wrapper\"><p><a href=\"https:\/\/onewerx.com\/tools\/surprise\/\" title=\"Surprise\">Next Service<\/a><\/p><span class=\"zmdi zmdi-long-arrow-left zmdi-hc-fw\"><\/span><h3><a href=\"https:\/\/onewerx.com\/tools\/surprise\/\" title=\"Surprise\">Surprise<\/a><\/h3><\/div><\/div><\/div>\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<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>LightFM LightFM, a Python implementation of a number of popular recommendation algorithms, is instrumental in e-commerce for developing advanced recommendation systems. It provides a comprehensive suite for creating hybrid recommendation models, allowing e-commerce platforms to offer personalized product suggestions based on user behavior and item attributes. OneWerx: In the world of personalized shopping experiences in [&hellip;]<\/p>\n","protected":false},"author":38,"featured_media":0,"parent":23566,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"tpl-side-nav.php","meta":{"footnotes":""},"class_list":["post-23522","page","type-page","status-publish","hentry"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/onewerx.com\/wp-json\/wp\/v2\/pages\/23522"}],"collection":[{"href":"https:\/\/onewerx.com\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/onewerx.com\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/onewerx.com\/wp-json\/wp\/v2\/users\/38"}],"replies":[{"embeddable":true,"href":"https:\/\/onewerx.com\/wp-json\/wp\/v2\/comments?post=23522"}],"version-history":[{"count":16,"href":"https:\/\/onewerx.com\/wp-json\/wp\/v2\/pages\/23522\/revisions"}],"predecessor-version":[{"id":31260,"href":"https:\/\/onewerx.com\/wp-json\/wp\/v2\/pages\/23522\/revisions\/31260"}],"up":[{"embeddable":true,"href":"https:\/\/onewerx.com\/wp-json\/wp\/v2\/pages\/23566"}],"wp:attachment":[{"href":"https:\/\/onewerx.com\/wp-json\/wp\/v2\/media?parent=23522"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}