{"id":17507,"date":"2024-03-06T20:03:29","date_gmt":"2024-03-06T23:03:29","guid":{"rendered":"https:\/\/www.beyondprompting.com\/?post_type=portfolio&#038;p=17507"},"modified":"2024-03-09T19:50:35","modified_gmt":"2024-03-09T22:50:35","slug":"retrieval-augmented-generation","status":"publish","type":"portfolio","link":"https:\/\/www.beyondprompting.com\/es\/portfolio\/retrieval-augmented-generation\/","title":{"rendered":"Generaci\u00f3n aumentada de recuperaci\u00f3n"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"17507\" class=\"elementor elementor-17507\">\n\t\t\t\t\t\t<div class=\"elementor-section elementor-top-section elementor-element elementor-element-2c9f0ba7 section elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2c9f0ba7\" data-element_type=\"section\" data-e-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-6543f1f8 container\" data-id=\"6543f1f8\" data-element_type=\"column\" data-e-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-e288db1 row justify-content-center align-items-center elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e288db1\" data-element_type=\"section\" data-e-type=\"section\">\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-50 elementor-inner-column elementor-element elementor-element-b7554bc col-xl-6 col-lg-6 col-md-6 col-sm-12\" data-id=\"b7554bc\" data-element_type=\"column\" data-e-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-351ee334 elementor-widget elementor-widget-killar-heading\" data-id=\"351ee334\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"killar-heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"killar-heading-69f0541c8d529\" class=\"killar-element killar-heading\">\n\t<div class=\"kwt-heading\"><span class=\"bx-sub_title font--medium bg-light-primary text-primary rounded-2 px-3 py-2 d-inline-flex mb-2\">Artificial Intelligence Task<\/span><h1 class=\"bx-title mb-4\">[post_title]<\/h1><p class=\"bx-content lh-36px fs-5 fw-light fs-mob mb-0\">[post_excerpt]<\/p><\/div><\/div>\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-3e98d3 btn-groupss mt-5 mb-4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3e98d3\" data-element_type=\"section\" data-e-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-inner-column elementor-element elementor-element-7d0643c2\" data-id=\"7d0643c2\" data-element_type=\"column\" data-e-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-2f4d1217 elementor-widget__width-auto elementor-widget elementor-widget-killar-button\" data-id=\"2f4d1217\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;button_style&quot;:&quot;flat&quot;}\" data-widget_type=\"killar-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"killar-fatures-box-69f0541c8e2bf\" class=\"killar-element killar-button\">\n\t<a class=\"kwt-button btn btn-flat btn-lg font--medium btn-primary btn-hdefault kwt-bxim media-icon bxim-view-default bxim-pos-right px-lg-4 px-xl-5 mx-2 my-1\"><span class=\"fbox-ico bx-im-wrap ps-0\"><span class=\"fbx-icon bx-ico-img ms-2\"><span class=\"list-icon fas fa-long-arrow-alt-right\"><\/span><\/span><\/span>Book A Demo<\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7be873ed elementor-widget__width-auto elementor-widget elementor-widget-killar-button\" data-id=\"7be873ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;button_style&quot;:&quot;flat&quot;}\" data-widget_type=\"killar-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"killar-fatures-box-69f0541c8e7ea\" class=\"killar-element killar-button\">\n\t<a class=\"kwt-button btn btn-flat btn-lg font--medium btn-dark btn-hdefault kwt-bxim media-icon bxim-view-default bxim-pos-right px-lg-4 px-xl-5 mx-2 my-1\"><span class=\"fbox-ico bx-im-wrap ps-0\"><span class=\"fbx-icon bx-ico-img ms-2\"><span class=\"list-icon fas fa-long-arrow-alt-right\"><\/span><\/span><\/span>How It Works?<\/a><\/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<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-5c5c947c col-xl-5 col-lg-5 col-md-6 col-sm-12 offset-lg-1 offset-xl-1\" data-id=\"5c5c947c\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-687f0fa0 entry-title h2entry-title display-6 font--bold pb-3 pb-md-4 elementor-widget elementor-widget-shortcode\" data-id=\"687f0fa0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[thumbnail]<\/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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4017a7eb e-con-full rounded-6 e-flex e-con e-child\" data-id=\"4017a7eb\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-33842115 e-con-full e-flex e-con e-child\" data-id=\"33842115\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5a9b8dd8 elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"5a9b8dd8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"killar-features-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"killar-fatures-box-69f0541c8f4f5\" class=\"killar-element killar-features-box\" data-aos=\"fade-up\">\n\t<div class=\"kwt-features-box txt-center kwt-bxim media-icon ico-csize bxim-view-default bxim-pos-top\"><span class=\"fbox-ico bx-im-wrap ico-30 align-items-start\"><span class=\"fbx-icon bx-ico-img text-white\"><span class=\"list-icon fa fas fa-file-text\"><\/span><\/span><\/span><div class=\"bx-wrap-cont\"><h3 class=\"bx-title text-white\">Input<\/h3><p class=\"bx-content\">A query or prompt.<\/p><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22087066 elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"22087066\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"killar-features-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"killar-fatures-box-69f0541c8fa63\" class=\"killar-element killar-features-box\" data-aos=\"fade-up\">\n\t<div class=\"kwt-features-box txt-center kwt-bxim media-icon ico-csize bxim-view-default bxim-pos-top\"><span class=\"fbox-ico bx-im-wrap ico-30 align-items-start\"><span class=\"fbx-icon bx-ico-img text-white\"><span class=\"list-icon fa fas fa-boxes-alt\"><\/span><\/span><\/span><div class=\"bx-wrap-cont\"><h3 class=\"bx-title text-white\">Output<\/h3><p class=\"bx-content\">Generated text enhanced by information retrieved from a data source<\/p><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-612db33f elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"612db33f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"killar-features-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"killar-fatures-box-69f0541c8ff96\" class=\"killar-element killar-features-box\" data-aos=\"fade-up\">\n\t<div class=\"kwt-features-box txt-center kwt-bxim media-icon ico-csize bxim-view-default bxim-pos-top\"><span class=\"fbox-ico bx-im-wrap ico-30 align-items-start\"><span class=\"fbx-icon bx-ico-img text-white\"><span class=\"list-icon fas fa-bullseye\"><\/span><\/span><\/span><div class=\"bx-wrap-cont\"><h3 class=\"bx-title text-white\">Goal<\/h3><p class=\"bx-content\">To produce relevant and informative text that incorporates or references external data<\/p><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cef70db elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"2cef70db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"killar-features-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"killar-fatures-box-69f0541c904ae\" class=\"killar-element killar-features-box\" data-aos=\"fade-up\">\n\t<div class=\"kwt-features-box txt-center kwt-bxim media-icon ico-csize bxim-view-default bxim-pos-top\"><span class=\"fbox-ico bx-im-wrap ico-30 align-items-start\"><span class=\"fbx-icon bx-ico-img text-white\"><span class=\"list-icon fab fa-leanpub\"><\/span><\/span><\/span><div class=\"bx-wrap-cont\"><h3 class=\"bx-title text-white\">Learning Strategy<\/h3><p class=\"bx-content\">Combines retrieval-based methods with generative models<\/p><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7ab536d3 elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"7ab536d3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"killar-features-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"killar-fatures-box-69f0541c9098a\" class=\"killar-element killar-features-box\" data-aos=\"fade-up\">\n\t<div class=\"kwt-features-box txt-center kwt-bxim media-icon ico-csize bxim-view-default bxim-pos-top\"><span class=\"fbox-ico bx-im-wrap ico-30 align-items-start\"><span class=\"fbx-icon bx-ico-img text-white\"><span class=\"list-icon fas fa-bookmark\"><\/span><\/span><\/span><div class=\"bx-wrap-cont\"><h3 class=\"bx-title text-white\">Evaluation Metric<\/h3><p class=\"bx-content\">Relevance, accuracy, fluency, and the quality of incorporated information<\/p><\/div><\/div><\/div>\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<div class=\"elementor-element elementor-element-5cf9cfc1 e-flex e-con-boxed e-con e-parent\" data-id=\"5cf9cfc1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b0e48b5 elementor-widget-divider--separator-type-pattern elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2b0e48b5\" data-element_type=\"widget\" data-e-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\" style=\"--divider-pattern-url: url(&quot;data:image\/svg+xml,%3Csvg xmlns=&#039;http:\/\/www.w3.org\/2000\/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 20 16&#039; fill=&#039;none&#039; stroke=&#039;black&#039; stroke-width=&#039;1&#039; stroke-linecap=&#039;square&#039; stroke-miterlimit=&#039;10&#039;%3E%3Cg transform=&#039;translate(-12.000000, 0)&#039;%3E%3Cpath d=&#039;M28,0L10,18&#039;\/%3E%3Cpath d=&#039;M18,0L0,18&#039;\/%3E%3Cpath d=&#039;M48,0L30,18&#039;\/%3E%3Cpath d=&#039;M38,0L20,18&#039;\/%3E%3C\/g%3E%3C\/svg%3E&quot;);\">\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-629b665c e-flex e-con-boxed e-con e-parent\" data-id=\"629b665c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-180c9896 elementor-widget elementor-widget-heading\" data-id=\"180c9896\" data-element_type=\"widget\" data-e-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\">Other Artificial Intelligence Tasks<\/h2>\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-3eae84f4 e-con-full e-flex e-con e-parent\" data-id=\"3eae84f4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-be3f7c2 elementor-widget elementor-widget-killar-portfolio\" data-id=\"be3f7c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"killar-portfolio.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"killar-portfolio-69f0541c96f0a\" class=\"killar-element killar-portfolio portfolio-area kwt-portfolio\">\n\t\t<div class=\"portfolio-posts view-grid-light portfolio-grid-light portfolio-style-box2 row gy-4 gx-lg-4 shuffle portfolio-grid-6cols\" data-items=\"6\" data-items-xxl=\"6\" data-items-xl=\"6\" data-items-lg=\"6\" data-items-md=\"3\" data-items-sm=\"2\" data-items-xs=\"1\" data-items-xxs=\"1\"><div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-19728 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/music-diffussion\/\"> <img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/2025\/02\/DALL\u00b7E-2025-02-19-12.22.27-A-purely-abstract-visualization-of-AI-powered-music-generation.-The-image-features-only-vibrant-flowing-soundwaves-and-dynamic-energy-pulses-in-a-fut-150x150.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/music-diffussion\/\" rel=\"bookmark\">Music Diffussion<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17580 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/sampling\/\"> <img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/sampling.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/sampling\/\" rel=\"bookmark\">Sampling<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17578 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/clustering\/\"> <img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/clustering.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/clustering\/\" rel=\"bookmark\">Clustering<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17576 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/anomaly-detection\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/anomaly-detection.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/anomaly-detection\/\" rel=\"bookmark\">Anomaly detection<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17574 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/natural-language-processing\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/nlp.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/natural-language-processing\/\" rel=\"bookmark\">Natural Language Processing<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17571 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/data-analysis-trend-projection\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/data-analysis.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/data-analysis-trend-projection\/\" rel=\"bookmark\">Data Analysis &amp; Trend Projection<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17568 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/translation\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/translation.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/translation\/\" rel=\"bookmark\">Translation<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17559 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/automated-content-generation\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/automated-content-generation.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/automated-content-generation\/\" rel=\"bookmark\">Automated Content Generation<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17557 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/recommendation\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/recommnedation.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/recommendation\/\" rel=\"bookmark\">Recommendation<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17546 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/named-entity-recognition-2\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/summarization.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/named-entity-recognition-2\/\" rel=\"bookmark\">Summarization<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17544 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/named-entity-recognition\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/ner.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/named-entity-recognition\/\" rel=\"bookmark\">Named Entity Recognition<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17542 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/binary-classification\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/binary-classification.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/binary-classification\/\" rel=\"bookmark\">Binary Classification<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17537 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/similarity-analysis\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/img2img.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/similarity-analysis\/\" rel=\"bookmark\">Similarity Analysis<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17535 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/image-to-image\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/similarity-analysis.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/image-to-image\/\" rel=\"bookmark\">Image To Image<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17530 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/text-to-image\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/text2img.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/text-to-image\/\" rel=\"bookmark\">Text To Image<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17528 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/voice-to-text\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/voice2text.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/voice-to-text\/\" rel=\"bookmark\">Voice To Text<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17526 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/text-to-voice\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/text2voice.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/text-to-voice\/\" rel=\"bookmark\">Text To Voice<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17524 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/image-to-text\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/img2text.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/image-to-text\/\" rel=\"bookmark\">Image To Text<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17522 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/mono-modal-assistance\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/monom-assistance.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/mono-modal-assistance\/\" rel=\"bookmark\">Mono Modal Assistance<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17514 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/multi-modal-assistance\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/multim-assistance.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/multi-modal-assistance\/\" rel=\"bookmark\">Multi Modal Assistance<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17507 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/retrieval-augmented-generation\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/rag.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/retrieval-augmented-generation\/\" rel=\"bookmark\">Retrieval-Augmented Generation<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17397 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/embedding\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/embedding.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/embedding\/\" rel=\"bookmark\">Embedding<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<div class=\"masonry-item task item-entry shortcode-item-entry port-carousel-item col-xxl-2 col-xl-2 col-lg-2 col-md-4 col-sm-6 col-12 col-x12 post-17377 portfolio type-portfolio status-publish has-post-thumbnail hentry portfolio-cat-task entry\">\n\t<div class=\"single-portfolio home3-single-project position-relative over-hidden\">\n\t\t<div class=\"entry-post portfolio-post gallery-image priocs rounded-4 bg-white p-3 text-center\">\n\t\t\t\t<div class=\"entry-thumbnail-wrapper portfolio-post-img overflow-hidden\">\n\t<a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/multi-label-classification\/\"> <img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/www.beyondprompting.com\/wp-content\/uploads\/portfolio\/multi_label_classification.webp\" class=\"img-fluid rounded-4 attachment-thumbnail\" alt=\"\" \/><\/a><\/div>\n\t\t<div class=\"entry-content-wrapper project-over-content w-100 position-absolute left-0 ps-4 pe-4 pb-3 pt-4 z-1 text-white text-start\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"text-white color-inherit fs-4\"><a href=\"https:\/\/www.beyondprompting.com\/es\/portfolio\/multi-label-classification\/\" rel=\"bookmark\">Multi Label Classification<\/a><\/h2>\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<\/div><\/div>\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","protected":false},"excerpt":{"rendered":"<p>Combina modelos de recuperaci\u00f3n y generaci\u00f3n para encontrar informaci\u00f3n presente en grandes corpus. En RAG, un modelo de recuperaci\u00f3n primero selecciona piezas de informaci\u00f3n relevantes de un gran corpus, que luego son utilizadas por un modelo de generaci\u00f3n para producir una respuesta coherente y contextualmente relevante. Puede basarse o no en preguntas y respuestas.<\/p>","protected":false},"author":1,"featured_media":17509,"menu_order":0,"template":"","portfolio-cat":[69],"portfolio-skills":[],"class_list":["post-17507","portfolio","type-portfolio","status-publish","has-post-thumbnail","hentry","portfolio-cat-task","entry"],"_links":{"self":[{"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio\/17507","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio"}],"about":[{"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/types\/portfolio"}],"author":[{"embeddable":true,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":6,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio\/17507\/revisions"}],"predecessor-version":[{"id":18126,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio\/17507\/revisions\/18126"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/media\/17509"}],"wp:attachment":[{"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/media?parent=17507"}],"wp:term":[{"taxonomy":"portfolio-cat","embeddable":true,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio-cat?post=17507"},{"taxonomy":"portfolio-skills","embeddable":true,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio-skills?post=17507"}],"curies":[{"name":"gracias","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}