{"id":4326,"date":"2026-08-10T09:12:24","date_gmt":"2026-08-10T09:12:24","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/linkedin-generative-nlp-with-variational-autoencoders-2024-6\/"},"modified":"2026-08-10T09:12:24","modified_gmt":"2026-08-10T09:12:24","slug":"linkedin-generative-nlp-with-variational-autoencoders-2024-6","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/linkedin-generative-nlp-with-variational-autoencoders-2024-6\/","title":{"rendered":"LinkedIn \u2013 Generative NLP with Variational AutoEncoders 2024-6"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2><span style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<p data-sourcepos=\"5:1-5:216\"><span style=\"vertical-align: inherit\">Generative NLP with Variational AutoEncoders course. In today\u2019s artificial intelligence world, it is difficult to stay up to date with the latest developments. This is especially true for text generator models. Choosing the right model, how to use it and when to use it are big challenges. In this course, the course instructor, Axel Sirota, teaches you how to use Variational Autoencoders (VAEs) for text generation. This course includes comprehensive training on how to create complex models in Keras, how to create denoising autoencoders, and how to create VAEs for text generation. Throughout the course, Alex will help you hone your new skills by providing demonstrations and hands-on exercises.<\/span><\/p>\n<h3 class=\"\" data-sourcepos=\"38:1-38:28\"><strong><span style=\"vertical-align: inherit\">What you will learn<\/span><\/strong><\/h3>\n<ul data-sourcepos=\"40:1-45:0\">\n<li data-sourcepos=\"40:1-40:36\"><span style=\"vertical-align: inherit\">How to create complex models in Keras<\/span><\/li>\n<li data-sourcepos=\"41:1-41:36\"><span style=\"vertical-align: inherit\">How to create noisy autoencoders<\/span><\/li>\n<li data-sourcepos=\"42:1-42:32\"><span style=\"vertical-align: inherit\">How to create VAEs for text generation<\/span><\/li>\n<li data-sourcepos=\"43:1-43:38\"><span style=\"vertical-align: inherit\">How to use VAEs to generate sentences<\/span><\/li>\n<li data-sourcepos=\"44:1-45:0\"><span style=\"vertical-align: inherit\">How to manage custom layers, models and functions in Keras<\/span><\/li>\n<li data-sourcepos=\"30:5-30:35\"><span style=\"vertical-align: inherit\">What is changing in VAEs?<\/span><\/li>\n<li data-sourcepos=\"31:5-31:27\"><span style=\"vertical-align: inherit\">Integration of BiLSTMs into VAEs<\/span><\/li>\n<li data-sourcepos=\"32:5-32:18\"><span style=\"vertical-align: inherit\">Create an encoder<\/span><\/li>\n<li data-sourcepos=\"33:5-33:27\"><span style=\"vertical-align: inherit\">KL drop and divergence function<\/span><\/li>\n<li data-sourcepos=\"34:5-34:46\"><span style=\"vertical-align: inherit\">Create custom drop function and custom optimizer<\/span><\/li>\n<li data-sourcepos=\"35:5-35:34\"><span style=\"vertical-align: inherit\">Integrate everything for VAE training<\/span><\/li>\n<li data-sourcepos=\"36:5-37:0\"><span style=\"vertical-align: inherit\">sentence generation<\/span><\/li>\n<li data-sourcepos=\"22:5-22:25\"><span style=\"vertical-align: inherit\">What is an autoencoder?<\/span><\/li>\n<li data-sourcepos=\"23:5-23:31\"><span style=\"vertical-align: inherit\">Applications of automatic encoders<\/span><\/li>\n<li data-sourcepos=\"12:5-12:46\"><span style=\"vertical-align: inherit\">Why do we need custom elements in Keras?<\/span><\/li>\n<li data-sourcepos=\"13:5-13:46\"><span style=\"vertical-align: inherit\">Using a functional API versus a sequential API<\/span><\/li>\n<li data-sourcepos=\"14:5-14:28\"><span style=\"vertical-align: inherit\">Create a multi-output model<\/span><\/li>\n<li data-sourcepos=\"15:5-15:43\"><span style=\"vertical-align: inherit\">Create and add a custom drop function<\/span><\/li>\n<li data-sourcepos=\"16:5-16:26\"><span style=\"vertical-align: inherit\">Create a custom layer<\/span><\/li>\n<li data-sourcepos=\"17:5-17:36\"><span style=\"vertical-align: inherit\">Training a model with a custom layer<\/span><\/li>\n<li data-sourcepos=\"18:5-18:30\"><span style=\"vertical-align: inherit\">Integrating Everything: Model Definition<\/span><\/li>\n<li data-sourcepos=\"19:5-19:22\"><span style=\"vertical-align: inherit\">Custom model training<\/span><\/li>\n<li data-sourcepos=\"20:5-20:25\"><span style=\"vertical-align: inherit\">Creating a Siamese network<\/span><\/li>\n<li data-sourcepos=\"24:5-24:33\"><span style=\"vertical-align: inherit\">Create a simple autoencoder<\/span><\/li>\n<li data-sourcepos=\"25:5-25:55\"><span style=\"vertical-align: inherit\">Use a custom encoder to output the latent representation<\/span><\/li>\n<li data-sourcepos=\"26:5-26:43\"><span style=\"vertical-align: inherit\">Integrate everything in Keras for text generation<\/span><\/li>\n<li data-sourcepos=\"27:5-27:33\"><span style=\"vertical-align: inherit\">Creating a deep autoencoder<\/span><\/li>\n<li data-sourcepos=\"28:5-28:45\"><span style=\"vertical-align: inherit\">Noise removal using an autoencoder<\/span><\/li>\n<\/ul>\n<h3 class=\"\" data-sourcepos=\"46:1-46:36\"><strong><span style=\"vertical-align: inherit\">Who is this course suitable for?<\/span><\/strong><\/h3>\n<ul data-sourcepos=\"48:1-52:0\">\n<li data-sourcepos=\"48:1-48:35\"><span style=\"vertical-align: inherit\">Those interested in learning artificial intelligence<\/span><\/li>\n<li data-sourcepos=\"49:1-49:23\"><span style=\"vertical-align: inherit\">Machine learning experts<\/span><\/li>\n<li data-sourcepos=\"50:1-50:74\"><span style=\"vertical-align: inherit\">Developers interested in learning how to generate text using artificial intelligence<\/span><\/li>\n<li data-sourcepos=\"51:1-52:0\"><span style=\"vertical-align: inherit\">Anyone who wants to learn more about VAEs and their applications<\/span><\/li>\n<\/ul>\n<h3><span style=\"vertical-align: inherit\">Generative NLP with Variational AutoEncoders course specifications<\/span><\/h3>\n<ul>\n<li><span style=\"vertical-align: inherit\">Publisher: <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.linkedin.com\/learning\/generative-nlp-with-variational-autoencoders\" target=\"_blank\"><span style=\"vertical-align: inherit\">LinkedIn<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Lecturer: <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/axel-sirota\/\"><span style=\"vertical-align: inherit\">Axel Sirota<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Training level: advanced<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Training duration: 4 hours and 44 minutes<\/span><\/li>\n<\/ul>\n<h3><span style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-912914 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2024\/07\/Generative-NLP-with-Variational-AutoEncoders2.jpg\" alt=\" Generative NLP with Variational AutoEncoder\" width=\"386\" height=\"436\"><\/p>\n<h3><span style=\"vertical-align: inherit\">Images of Generative NLP with Variational AutoEncoders course<\/span><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-912913 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2024\/07\/Generative-NLP-with-Variational-AutoEncoders.jpg\" alt=\"Generative NLP with Variational AutoEncoder\" width=\"837\" height=\"263\"><\/p>\n<h3><span style=\"vertical-align: inherit\">Sample video of the course<\/span><\/h3>\n<div style=\"width: 640px;\" class=\"wp-video\"><span class=\"mejs-offscreen\">Video Player<\/span><\/p>\n<div id=\"mep_0\" class=\"mejs-container mejs-container-keyboard-inactive wp-video-shortcode mejs-video\" tabindex=\"0\" role=\"application\" aria-label=\"Video Player\" style=\"width: 640px; height: 360px; min-width: 217px;\">\n<div class=\"mejs-inner\">\n<div class=\"mejs-mediaelement\"><mediaelementwrapper id=\"video-131590-1\"><video class=\"wp-video-shortcode\" id=\"video-131590-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Generative_NLP_with_Variational_AutoEncoders_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Generative_NLP_with_Variational_AutoEncoders_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Generative_NLP_with_Variational_AutoEncoders_Downloadly.ir.mp4?nocache=1786100944265\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Generative_NLP_with_Variational_AutoEncoders_Downloadly.ir.mp4<\/a><\/video><\/mediaelementwrapper><\/div>\n<div class=\"mejs-layers\">\n<div class=\"mejs-poster mejs-layer\" style=\"display: none; width: 100%; height: 100%;\"><\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-loading\"><span class=\"mejs-overlay-loading-bg-img\"><\/span><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-error\"><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer mejs-overlay-play\" style=\"width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-button\" role=\"button\" tabindex=\"0\" aria-label=\"Play\" aria-pressed=\"false\"><\/div>\n<\/div>\n<\/div>\n<div class=\"mejs-controls\">\n<div class=\"mejs-button mejs-playpause-button mejs-play\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Play\" aria-label=\"Play\" tabindex=\"0\"><\/button><\/div>\n<div class=\"mejs-time mejs-currenttime-container\" role=\"timer\" aria-live=\"off\"><span class=\"mejs-currenttime\">00:00<\/span><\/div>\n<div class=\"mejs-time-rail\"><span class=\"mejs-time-total mejs-time-slider\" role=\"slider\" tabindex=\"0\" aria-label=\"Time Slider\" aria-valuemin=\"0\" aria-valuemax=\"0\" aria-valuenow=\"0\" aria-valuetext=\"00:00\"><span class=\"mejs-time-buffering\" style=\"display: none;\"><\/span><span class=\"mejs-time-loaded\"><\/span><span class=\"mejs-time-current\"><\/span><span class=\"mejs-time-hovered no-hover\"><\/span><span class=\"mejs-time-handle\"><span class=\"mejs-time-handle-content\"><\/span><\/span><span class=\"mejs-time-float\"><span class=\"mejs-time-float-current\">00:00<\/span><span class=\"mejs-time-float-corner\"><\/span><\/span><\/span><\/div>\n<div class=\"mejs-time mejs-duration-container\"><span class=\"mejs-duration\">00:00<\/span><\/div>\n<div class=\"mejs-button mejs-volume-button mejs-mute\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Mute\" aria-label=\"Mute\" tabindex=\"0\"><\/button><a href=\"javascript:void(0);\" class=\"mejs-volume-slider\" aria-label=\"Volume Slider\" aria-valuemin=\"0\" aria-valuemax=\"100\" role=\"slider\" aria-orientation=\"vertical\"><span class=\"mejs-offscreen\">Use Up\/Down Arrow keys to increase or decrease volume.<\/span><\/p>\n<div class=\"mejs-volume-total\">\n<div class=\"mejs-volume-current\" style=\"bottom: 0px; height: 100%;\"><\/div>\n<div class=\"mejs-volume-handle\" style=\"bottom: 100%; margin-bottom: -3px;\"><\/div>\n<\/div>\n<p><\/a><\/div>\n<div class=\"mejs-button mejs-fullscreen-button\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Fullscreen\" aria-label=\"Fullscreen\" tabindex=\"0\"><\/button><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<h3><span style=\"vertical-align: inherit\">Installation guide<\/span><\/h3>\n<p><span style=\"vertical-align: inherit\">After Extract, view with your favorite Player.<\/span><\/p>\n<p><span style=\"vertical-align: inherit\">English subtitle<\/span><\/p>\n<p><span style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<\/div>\n<h3><span style=\"vertical-align: inherit\">download link<\/span><\/h3>\n<p><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/LinkedIn_Generative_NLP_with_Variational_AutoEncoders_2024-6_Downloadly.ir.rar?nocache=1786100943\"><span style=\"vertical-align: inherit\">Download file \u2013 550 MB<\/span><\/a><\/p>\n<p><span style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3><span style=\"vertical-align: inherit\">Size<\/span><\/h3>\n<p><span style=\"vertical-align: inherit\">550 MB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Generative NLP with Variational AutoEncoders course. In today\u2019s artificial intelligence world, it is difficult to stay up to date with the latest de<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[35698,46390,46391,46392,46393,46394],"class_list":["post-4326","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-axel-sirota","dgi_tag-course-generative-nlp-with-variational-autoencoder","dgi_tag-download-course-generative-nlp-with-variational-autoencoder","dgi_tag-download-generative-nlp-with-variational-autoencoder","dgi_tag-free-download-generative-nlp-with-variational-autoencoder","dgi_tag-free-generative-nlp-with-variational-autoencoder"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/4326","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item"}],"about":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/types\/digital_item"}],"author":[{"embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":0,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/4326\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=4326"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=4326"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=4326"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}