{"id":39191,"date":"2023-11-13T07:10:42","date_gmt":"2023-11-13T07:10:42","guid":{"rendered":"https:\/\/www.carmatec.com\/?p=39191"},"modified":"2023-11-13T08:59:45","modified_gmt":"2023-11-13T08:59:45","slug":"las-10-mejores-herramientas-de-bibliotecas-de-java-para-el-aprendizaje-automatico","status":"publish","type":"post","link":"https:\/\/www.carmatec.com\/es_mx\/blog\/top-10-java-libraries-tools-for-machine-learning\/","title":{"rendered":"Las 10 mejores bibliotecas y herramientas de Java para el aprendizaje autom\u00e1tico"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"39191\" class=\"elementor elementor-39191\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8983530 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8983530\" 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-985988f\" data-id=\"985988f\" 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-8dab4d6 elementor-widget elementor-widget-text-editor\" data-id=\"8dab4d6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">As the world delves deeper into the realms of artificial intelligence and machine learning, the need for robust and efficient tools to harness the power of data has never been greater. Java, known for its portability, versatility, and performance, offers an array of libraries and tools that are instrumental in building machine learning models. Here&#8217;s a curated list of the <\/span><b>top 10 Java libraries and tools<\/b><span style=\"font-weight: 400;\"> that are a must-have in any developer&#8217;s machine learning toolkit.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7743d12 elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"7743d12\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h2&quot;],&quot;exclude_headings_by_selector&quot;:[],&quot;marker_view&quot;:&quot;numbers&quot;,&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h4 class=\"elementor-toc__header-title\">\n\t\t\t\tTable of Contents\t\t\t<\/h4>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__7743d12\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-down\"><\/i><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__7743d12\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><i aria-hidden=\"true\" class=\"fas fa-chevron-up\"><\/i><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__7743d12\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<i class=\"elementor-toc__spinner eicon-animation-spin eicon-loading\" aria-hidden=\"true\"><\/i>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d12964 elementor-widget elementor-widget-text-editor\" data-id=\"3d12964\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h2><b>What are the 10 Java Libraries and Tools for Machine Learning?<\/b><\/h2>\n<p><\/p>\n<h3><b>Deeplearning4j<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Deeplearning4j (DL4J) is the trailblazer when it comes to deep learning in Java. It&#8217;s a comprehensive and flexible suite that provides a range of deep learning algorithms, making it a favorite for Java developers. DL4J seamlessly integrates with Hadoop and Apache Spark, making it an excellent choice for big data projects. It&#8217;s a versatile tool, catering to the needs of various domains from image recognition to fraud detection.<\/span><\/p>\n<p><\/p>\n<p><span style=\"font-weight: 400;\">Features:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Scalable on Hadoop and Spark for big data applications.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Supports various deep learning architectures like CNNs, RNNs, and RBMs.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Provides GPU support for accelerated computations.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Applications:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Used in business environments for fraud detection and image recognition.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Integrates with other Java-centric platforms for a seamless development experience.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Serves as a tool for deep learning in production settings.<\/span><\/li>\n<\/ul>\n<h3><b>Weka<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">The Waikato Environment for Knowledge Analysis, better known as Weka, is a collection of machine learning algorithms tailored for data mining tasks. It&#8217;s user-friendly, providing a graphical user interface for exploring and visualizing data. Weka supports various tasks such as clustering, classification, regression, and more, making it a versatile tool for data analysts and researchers.<\/span><\/p>\n<p><\/p>\n<p><span style=\"font-weight: 400;\">Features:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Provides algorithms for data pre-processing, classification, regression, clustering, and association rules.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Equipped with tools for data visualization and model evaluation.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Offers an extensible platform through custom plugins.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Applications:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ideal for educational and research purposes due to its comprehensive collection of algorithms.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Enables quick prototyping and analysis of data for data scientists.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Facilitates the development of new ML schemes.<\/span><\/li>\n<\/ul>\n<h3><b>MOA (Massive Online Analysis)<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">MOA is a real treasure for those working with data streams. It&#8217;s a framework designed for online or real-time analysis of evolving data. MOA is capable of handling massive data streams, making it perfect for applications that require real-time predictions, like stock market analysis or <a href=\"https:\/\/www.carmatec.com\/iot-application-development-services\/\">IoT<\/a> sensor data monitoring.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Features:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Specializes in mining big data streams and evolving data.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Includes a collection of machine learning algorithms and tools for evaluation.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Efficient and scalable for real-time analytics.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Applications:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Useful for real-time analytics in IoT, monitoring systems, and financial markets.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Can handle massive volumes of streaming data with minimal delay.<\/span><\/li>\n<\/ul>\n<h3><b>MALLET<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">MALLET, which stands for Machine Learning for Language Toolkit, is a gem for natural language processing. It offers a range of algorithms for document classification, clustering, topic modeling, and more. MALLET is particularly praised for its implementation of Latent Dirichlet Allocation (LDA), a popular topic modeling technique.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Features:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Includes sophisticated tools for document classification and clustering.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Offers an efficient implementation of the Latent Dirichlet Allocation (LDA).<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Supports complex machine learning applications like topic modeling.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Applications:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ideal for text analytics and natural language processing.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Utilized in social media analysis, sentiment analysis, and topic discovery.<\/span><\/li>\n<\/ul>\n<h3><b>Smile<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Smile stands for Statistical Machine Intelligence and Learning Engine. It&#8217;s a comprehensive machine learning library that brings a smile to the face of Java developers with its rich set of algorithms and data structures for both supervised and unsupervised learning. Smile is known for its speed and efficiency, making it a go-to for high-performance <a href=\"https:\/\/www.carmatec.com\/mobile-app-development-company\/\">applications<\/a>.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Features:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Comprehensive machine learning library with a focus on speed and efficiency.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Supports classification, regression, clustering, association rule, and feature selection.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Easy to use with a well-documented API.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Applications:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Suitable for projects requiring high-speed data processing and analysis.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Can be integrated into production systems for real-time analytics.<\/span><\/li>\n<\/ul>\n<h3><b>Encog<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Encog is a versatile tool that specializes in neural networks and machine learning. It supports various network architectures, including feedforward, convolutional, and recurrent neural networks. Encog is praised for its simplicity and ease of use, making it accessible to both beginners and seasoned <a href=\"https:\/\/www.carmatec.com\/hire-developers\/\">developers<\/a>.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Features:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Supports various neural network architectures, including feedforward, RBF, and Hopfield.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Offers tools for preprocessing data and evaluating model performance.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Provides GPU support for efficient computations.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Applications:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Popular in both research and industrial settings for pattern recognition.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Used for financial forecasting, robotics, and healthcare analysis.<\/span><\/li>\n<\/ul>\n<h3><b>Apache Mahout<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Apache Mahout is a powerhouse for scalable machine learning. It&#8217;s designed to work with Apache Hadoop, making it suitable for handling large datasets. Mahout provides algorithms for clustering, classification, and collaborative filtering, making it a versatile tool for big data analytics.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Features:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Focuses on collaborative filtering, clustering, and classification.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Integrates with Apache Hadoop for distributed processing.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Provides a rich set of pre-built algorithms.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Applications:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ideal for big data analytics requiring scalable machine learning solutions.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Used in <a href=\"https:\/\/www.carmatec.com\/ecommerce-development-company\/\">e-commerce<\/a> for recommendation engines and customer segmentation.<\/span><\/li>\n<\/ul>\n<h3><b>DL4J-NLP<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">DL4J-NLP is a natural language processing library that&#8217;s part of the Deeplearning4j ecosystem. It&#8217;s designed for working with human language data, providing tools for tokenization, vectorization, and sentiment analysis. DL4J-NLP is a powerful tool for building chatbots, sentiment analyzers, and other language-aware applications.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Features:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Provides tools for tokenization, stemming, and sentiment analysis.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Offers vector space modeling and word2vec capabilities.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Seamlessly integrates with DL4J for deep learning applications.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Applications:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Utilized in building chatbots, sentiment analyzers, and automated customer support.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Assists in the extraction of insights from large text corpora.<\/span><\/li>\n<\/ul>\n<h3><b>JPMML<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">JPMML (Java Predictive Modeling Markup Language) is a library that allows for the deployment of machine learning models. It converts models trained in popular data science tools like R, <a href=\"https:\/\/www.carmatec.com\/hire-developers\/hire-python-developer\/\">Python<\/a>, and Spark into PMML, a standard markup language for predictive models, making them easily deployable in Java environments.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Features:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Facilitates the deployment of machine learning models across different platforms and applications.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Supports a wide range of machine learning models and algorithms.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Offers a standardized way of representing predictive models.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Applications:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Used for operationalizing machine learning models in Java environments.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Enables the seamless transition of models from development to production.<\/span><\/li>\n<\/ul>\n<h3><b>Tribuo<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Tribuo is a comprehensive machine learning library developed by Oracle Labs. It provides a uniform interface for different types of machine learning tasks such as classification, regression, clustering, and anomaly detection. It also includes model evaluation and feature transformation tools, making it a well-rounded library for machine learning projects.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Features:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Provides tools for classification, regression, clustering, and anomaly detection.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Includes model evaluation and feature transformation utilities.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Designed to be robust and production-ready.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Applications:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Serves a wide range of machine learning tasks across different domains.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Suitable for enterprise-grade <a href=\"https:\/\/www.carmatec.com\/machine-learning-development-services\/\">machine learning applications<\/a>.<\/span><\/li>\n<\/ul>\n<h2><b>Conclusion<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">These <\/span><b>Java libraries and tools<\/b><span style=\"font-weight: 400;\"> are the cogs and wheels that drive the machine learning engine. Each tool has its unique strengths and applications, and together, they provide a robust environment for tackling machine learning challenges. Whether you&#8217;re a seasoned data scientist or a developer venturing into the world of machine learning, these tools are sure to be invaluable assets in your development arsenal.&nbsp;<\/span>Unlock the power of innovation for your projects by <a href=\"https:\/\/www.carmatec.com\/hire-developers\/hire-java-developer\/\">hiring our seasoned Java developers<\/a>. To know more in detail <a href=\"https:\/\/www.carmatec.com\/contact-us\/\">contact with Carmatec<\/a>.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>As the world delves deeper into the realms of artificial intelligence and machine learning, the need for robust and efficient tools to harness the power of data has never been greater. Java, known for its portability, versatility, and performance, offers an array of libraries and tools that are instrumental in building machine learning models. Here&#8217;s [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":39198,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4,82,77],"tags":[],"class_list":["post-39191","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-java","category-machine-learning"],"_links":{"self":[{"href":"https:\/\/www.carmatec.com\/es_mx\/wp-json\/wp\/v2\/posts\/39191","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.carmatec.com\/es_mx\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.carmatec.com\/es_mx\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/es_mx\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/es_mx\/wp-json\/wp\/v2\/comments?post=39191"}],"version-history":[{"count":0,"href":"https:\/\/www.carmatec.com\/es_mx\/wp-json\/wp\/v2\/posts\/39191\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/es_mx\/wp-json\/wp\/v2\/media\/39198"}],"wp:attachment":[{"href":"https:\/\/www.carmatec.com\/es_mx\/wp-json\/wp\/v2\/media?parent=39191"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.carmatec.com\/es_mx\/wp-json\/wp\/v2\/categories?post=39191"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.carmatec.com\/es_mx\/wp-json\/wp\/v2\/tags?post=39191"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}