{"id":17377,"date":"2024-03-05T14:53:29","date_gmt":"2024-03-05T17:53:29","guid":{"rendered":"https:\/\/www.beyondprompting.com\/?post_type=portfolio&#038;p=17377"},"modified":"2024-03-09T19:41:36","modified_gmt":"2024-03-09T22:41:36","slug":"multi-label-classification","status":"publish","type":"portfolio","link":"https:\/\/www.beyondprompting.com\/es\/portfolio\/multi-label-classification\/","title":{"rendered":"Clasificaci\u00f3n de etiquetas m\u00faltiples"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"17377\" class=\"elementor elementor-17377\">\n\t\t\t\t\t\t<div class=\"elementor-section elementor-top-section elementor-element elementor-element-5ca1e762 section elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5ca1e762\" 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-6eb0f5b8 container\" data-id=\"6eb0f5b8\" 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-3ca50aad row justify-content-center align-items-center elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3ca50aad\" 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-1b200fda col-xl-6 col-lg-6 col-md-6 col-sm-12\" data-id=\"1b200fda\" 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-7b777ec0 elementor-widget elementor-widget-killar-heading\" data-id=\"7b777ec0\" 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-69f041dc3c3dc\" 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-4e0aaf2b btn-groupss mt-5 mb-4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e0aaf2b\" 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-10d07ddf\" data-id=\"10d07ddf\" 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-7298e267 elementor-widget__width-auto elementor-widget elementor-widget-killar-button\" data-id=\"7298e267\" 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-69f041dc3d4ab\" 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-14654f4b elementor-widget__width-auto elementor-widget elementor-widget-killar-button\" data-id=\"14654f4b\" 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-69f041dc3da0e\" 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-4ce765ca col-xl-5 col-lg-5 col-md-6 col-sm-12 offset-lg-1 offset-xl-1\" data-id=\"4ce765ca\" 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-37978930 entry-title h2entry-title display-6 font--bold pb-3 pb-md-4 elementor-widget elementor-widget-shortcode\" data-id=\"37978930\" 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-4ffb9d03 e-con-full rounded-6 e-flex e-con e-child\" data-id=\"4ffb9d03\" 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-89f0100 e-con-full e-flex e-con e-child\" data-id=\"89f0100\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2ed4075a elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"2ed4075a\" 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-69f041dc3e6f3\" 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\">Data instances<\/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-16be6eec elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"16be6eec\" 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-69f041dc3ec42\" 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\">Multiple labels assigned to each instance<\/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-74f2630f elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"74f2630f\" 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-69f041dc3f1f4\" 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 categorize instances into multiple categories simultaneously<\/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-4f425086 elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"4f425086\" 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-69f041dc3f96e\" 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\">Classification algorithms adapted for multi-label output<\/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-4f8dc49 elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"4f8dc49\" 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-69f041dc403b1\" 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\">Hamming loss, precision, recall, and F1 score for multi-label settings.\n<\/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-bdcae98 e-flex e-con-boxed e-con e-parent\" data-id=\"bdcae98\" 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-ca0a658 elementor-widget-divider--separator-type-pattern elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"ca0a658\" 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-58ee8b44 e-flex e-con-boxed e-con e-parent\" data-id=\"58ee8b44\" 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-262ca576 elementor-widget elementor-widget-heading\" data-id=\"262ca576\" 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-71f432f2 e-con-full e-flex e-con e-parent\" data-id=\"71f432f2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6a1c3a4b elementor-widget elementor-widget-killar-portfolio\" data-id=\"6a1c3a4b\" 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-69f041dc493df\" 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>Se pueden asignar varias etiquetas a una sola instancia y el objetivo es predecir todas las etiquetas relevantes para una instancia determinada. Este tipo de problema se usa com\u00fanmente en tareas de clasificaci\u00f3n de texto o im\u00e1genes y generalmente se basa en el entrenamiento en un conjunto de datos etiquetados para hacer predicciones sobre datos nuevos sin etiquetar.<\/p>","protected":false},"author":1,"featured_media":17381,"menu_order":0,"template":"","portfolio-cat":[69],"portfolio-skills":[],"class_list":["post-17377","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\/17377","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":9,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio\/17377\/revisions"}],"predecessor-version":[{"id":18112,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio\/17377\/revisions\/18112"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/media\/17381"}],"wp:attachment":[{"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/media?parent=17377"}],"wp:term":[{"taxonomy":"portfolio-cat","embeddable":true,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio-cat?post=17377"},{"taxonomy":"portfolio-skills","embeddable":true,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio-skills?post=17377"}],"curies":[{"name":"gracias","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}