{"id":17578,"date":"2024-03-07T13:42:03","date_gmt":"2024-03-07T16:42:03","guid":{"rendered":"https:\/\/www.beyondprompting.com\/?post_type=portfolio&#038;p=17578"},"modified":"2024-03-10T12:34:25","modified_gmt":"2024-03-10T15:34:25","slug":"clustering","status":"publish","type":"portfolio","link":"https:\/\/www.beyondprompting.com\/es\/portfolio\/clustering\/","title":{"rendered":"Agrupaci\u00f3n"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"17578\" class=\"elementor elementor-17578\">\n\t\t\t\t\t\t<div class=\"elementor-section elementor-top-section elementor-element elementor-element-72f4ec9d section elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"72f4ec9d\" 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-682cf408 container\" data-id=\"682cf408\" 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-11ef2918 row justify-content-center align-items-center elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"11ef2918\" 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-58c2f328 col-xl-6 col-lg-6 col-md-6 col-sm-12\" data-id=\"58c2f328\" 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-5b228aa9 elementor-widget elementor-widget-killar-heading\" data-id=\"5b228aa9\" 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-69f0541b3f937\" 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-3ea25419 btn-groupss mt-5 mb-4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3ea25419\" 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-670bde1c\" data-id=\"670bde1c\" 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-68a9ca57 elementor-widget__width-auto elementor-widget elementor-widget-killar-button\" data-id=\"68a9ca57\" 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-69f0541b40f0e\" 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-393c85ee elementor-widget__width-auto elementor-widget elementor-widget-killar-button\" data-id=\"393c85ee\" 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-69f0541b41433\" 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-7f6dd9a8 col-xl-5 col-lg-5 col-md-6 col-sm-12 offset-lg-1 offset-xl-1\" data-id=\"7f6dd9a8\" 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-6c43d701 entry-title h2entry-title display-6 font--bold pb-3 pb-md-4 elementor-widget elementor-widget-shortcode\" data-id=\"6c43d701\" 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-4938cb9a e-con-full rounded-6 e-flex e-con e-child\" data-id=\"4938cb9a\" 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-29aa3eb0 e-con-full e-flex e-con e-child\" data-id=\"29aa3eb0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7f86ab18 elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"7f86ab18\" 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-69f0541b4243a\" 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\">Unlabeled data ocurrences of many types<\/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-6a74ef4c elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"6a74ef4c\" 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-69f0541b4297c\" 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\">Grouping of data points into pre-provided or spontaneous groups based on similarity<\/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-352d050d elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"352d050d\" 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-69f0541b42e87\" 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 correctly assign each ocurrence to an inherent or provided cluster<\/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-5c2d3bee elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"5c2d3bee\" 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-69f0541b43370\" 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-5f22b29c elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-killar-features-box\" data-id=\"5f22b29c\" 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-69f0541b43840\" 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-16f014a1 e-flex e-con-boxed e-con e-parent\" data-id=\"16f014a1\" 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-2e61c50b elementor-widget-divider--separator-type-pattern elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2e61c50b\" 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-7ec62470 e-flex e-con-boxed e-con e-parent\" data-id=\"7ec62470\" 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-67270de9 elementor-widget elementor-widget-heading\" data-id=\"67270de9\" 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-3ac770b5 e-con-full e-flex e-con e-parent\" data-id=\"3ac770b5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5e07f301 elementor-widget elementor-widget-killar-portfolio\" data-id=\"5e07f301\" 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-69f0541b4ae41\" 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>Los modelos de Inteligencia Artificial pueden aprender a muestrear un subconjunto de puntos de datos de un conjunto de datos m\u00e1s grande (generalmente muy grande) para cumplir con uno o varios objetivos o criterios. El objetivo del muestreo es garantizar que los puntos de datos seleccionados est\u00e9n de alguna manera conectados de manera significativa con el conjunto de datos general, al mismo tiempo que se reduce la carga computacional y el tiempo requerido para procesar grandes cantidades de datos. <\/p>","protected":false},"author":1,"featured_media":17565,"menu_order":0,"template":"","portfolio-cat":[69],"portfolio-skills":[],"class_list":["post-17578","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\/17578","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":26,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio\/17578\/revisions"}],"predecessor-version":[{"id":18243,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio\/17578\/revisions\/18243"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/media\/17565"}],"wp:attachment":[{"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/media?parent=17578"}],"wp:term":[{"taxonomy":"portfolio-cat","embeddable":true,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio-cat?post=17578"},{"taxonomy":"portfolio-skills","embeddable":true,"href":"https:\/\/www.beyondprompting.com\/es\/wp-json\/wp\/v2\/portfolio-skills?post=17578"}],"curies":[{"name":"gracias","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}