{"id":7390,"date":"2026-08-10T09:43:41","date_gmt":"2026-08-10T09:43:41","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/oreilly-transfer-learning-for-natural-language-processing-2021-8\/"},"modified":"2026-08-10T09:43:41","modified_gmt":"2026-08-10T09:43:41","slug":"oreilly-transfer-learning-for-natural-language-processing-2021-8","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/oreilly-transfer-learning-for-natural-language-processing-2021-8\/","title":{"rendered":"Oreilly \u2013 Transfer Learning for Natural Language Processing 2021-8"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<div id=\"chat-history\" class=\"chat-history-scroll-container ng-tns-c2537533752-2\" style=\"text-align: left\">\n<div id=\"c8e0407409249800\" class=\"conversation-container ng-tns-c2537533752-2 message-actions-hover-boundary response-optimization ng-star-inserted\">\n<div class=\"response-container ng-tns-c2001758256-47 response-optimization is-mobile ng-star-inserted response-container-has-multiple-responses\">\n<div class=\"presented-response-container ng-tns-c2001758256-47\">\n<div class=\"response-container-content ng-tns-c2001758256-47\">\n<div class=\"response-content ng-tns-c2001758256-47\">\n<div class=\"markdown markdown-main-panel tutor-markdown-rendering response-optimization stronger\">\n<p data-sourcepos=\"6:1-6:177\"><span style=\"vertical-align: inherit\">Transfer Learning for Natural Language Processing. In this course, you will learn how to adapt pre-trained machine learning models to solve specialized natural language processing problems using transfer learning. Training deep natural language processing models from scratch is expensive, time-consuming, and requires huge amounts of data. In this course, DARPA researcher Paul Azur introduces advanced transfer learning techniques that you can use to apply customizable pre-trained models to your natural language processing architectures. You will learn how to use transfer learning to achieve superior language understanding results, even with limited labeled data. Most importantly, you will save training time and computational costs.<\/span><\/p>\n<p data-sourcepos=\"6:1-6:177\"><span style=\"vertical-align: inherit\">Build custom natural language processing models in record time, even with limited datasets, using transfer learning! Transfer learning is a machine learning technique for adapting pre-trained machine learning models to solve specialized problems. This powerful approach has revolutionized natural language processing, helping to improve machine translation, business analytics, and natural language generation.<\/span><\/p>\n<h3 data-sourcepos=\"12:1-12:25\"><span style=\"vertical-align: inherit\">What you will learn:<\/span><\/h3>\n<ul data-sourcepos=\"14:1-20:0\">\n<li data-sourcepos=\"14:1-14:61\"><span style=\"vertical-align: inherit\">Fine-tuning pre-trained models with new domain data<\/span><\/li>\n<li data-sourcepos=\"15:1-15:49\"><span style=\"vertical-align: inherit\">Choosing the right model to reduce resource use<\/span><\/li>\n<li data-sourcepos=\"16:1-16:46\"><span style=\"vertical-align: inherit\">Transfer learning for neural network architectures<\/span><\/li>\n<li data-sourcepos=\"17:1-17:46\"><span style=\"vertical-align: inherit\">Text generation with pre-trained transformers<\/span><\/li>\n<li data-sourcepos=\"18:1-18:38\"><span style=\"vertical-align: inherit\">Cross-Language Learning Transfer with BERT<\/span><\/li>\n<li data-sourcepos=\"19:1-20:0\"><span style=\"vertical-align: inherit\">Fundamentals of Exploring Academic Literature Natural Language Processing<\/span><\/li>\n<\/ul>\n<h3 data-sourcepos=\"21:1-21:31\"><span style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul>\n<li data-sourcepos=\"23:1-23:75\"><span style=\"vertical-align: inherit\">Machine learning engineers and data scientists are experienced in natural language processing.<\/span><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course details<\/span><\/h3>\n<ul style=\"text-align: left\">\n<li><span style=\"vertical-align: inherit\">Publisher: <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.oreilly.com\/library\/view\/transfer-learning-for\/9781617297267AU\/\" target=\"_blank\" rel=\"noopener\"><span style=\"vertical-align: inherit\">Oreilly<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Instructor: <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/paul-azunre\/\"><span style=\"vertical-align: inherit\">Paul Azunre<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Training level: Beginner to advanced<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Training duration: 6 hours and 48 minutes<\/span><\/li>\n<\/ul>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<ul style=\"text-align: left\">\n<li style=\"text-align: left\">Part 1. Introduction and overview<\/li>\n<li style=\"text-align: left\">Chapter 1. What is transfer learning?<\/li>\n<li style=\"text-align: left\">Chapter 2. Getting started with baselines: Data preprocessing<\/li>\n<li style=\"text-align: left\">Chapter 3. Getting started with baselines: Benchmarking and optimization<\/li>\n<li style=\"text-align: left\">Part 2. Shallow transfer learning and deep transfer learning with recurrent neural networks (RNNs)<\/li>\n<li style=\"text-align: left\">Chapter 4. Shallow transfer learning for NLP<\/li>\n<li style=\"text-align: left\">Chapter 5. Preprocessing data for recurrent neural network deep transfer learning experiments<\/li>\n<li style=\"text-align: left\">Chapter 6. Deep transfer learning for NLP with recurrent neural networks<\/li>\n<li style=\"text-align: left\">Chapter 7. Deep transfer learning for NLP with the transformer and GPT<\/li>\n<li style=\"text-align: left\">Chapter 8. Deep transfer learning for NLP with BERT and multilingual BERT<\/li>\n<li style=\"text-align: left\">Chapter 9. ULMFiT and knowledge distillation adaptation strategies<\/li>\n<li style=\"text-align: left\">Chapter 10. ALBERT, adapters, and multitask adaptation strategies<\/li>\n<li style=\"text-align: left\">Chapter 11. Conclusions<\/li>\n<li style=\"text-align: left\">Appendix A. Kaggle primer<\/li>\n<li style=\"text-align: left\">Appendix B. Introduction to fundamental deep learning tools<\/li>\n<\/ul>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Images of the Transfer Learning for Natural Language Processing course<\/span><\/h3>\n<p style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-948435 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2024\/12\/Transfer-Learning-for-Natural-Language-Processing1.png\" alt=\"Transfer Learning for Natural Language Processing\" width=\"1188\" height=\"369\"><\/p>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Sample course video<\/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-147981-1\"><video class=\"wp-video-shortcode\" id=\"video-147981-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Transfer_Learning_for_Natural_Language_Processing_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Transfer_Learning_for_Natural_Language_Processing_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Transfer_Learning_for_Natural_Language_Processing_Downloadly.ir.mp4?nocache=1786109614887\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Transfer_Learning_for_Natural_Language_Processing_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 style=\"text-align: left\">\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\">Subtitles: None<\/span><\/p>\n<p><span style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<\/div>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Download link<\/span><\/h3>\n<p style=\"text-align: left\"><a href=\"https:\/\/dl2.downloadly.ir\/Files\/Elearning\/Oreilly_Transfer_Learning_for_Natural_Language_Processing_2021-8.part1_Downloadly.ir.rar?nocache=1786109613\"><span style=\"vertical-align: inherit\">Download Part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/dl2.downloadly.ir\/Files\/Elearning\/Oreilly_Transfer_Learning_for_Natural_Language_Processing_2021-8.part2_Downloadly.ir.rar?nocache=1786109613\"><span style=\"vertical-align: inherit\">Download Part 2 \u2013 148 MB<\/span><\/a><\/p>\n<p style=\"text-align: left\"><span style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p style=\"text-align: left\"><span style=\"vertical-align: inherit\">1.1 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Transfer Learning for Natural Language Processing. In this course, you will learn how to adapt pre-trained machine learning models to solve speciali<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[67681,67682,67683,67684,67685,67686],"class_list":["post-7390","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-transfer-learning-for-natural-language-processing","dgi_tag-download-course-transfer-learning-for-natural-language-processing","dgi_tag-download-transfer-learning-for-natural-language-processing","dgi_tag-free-download-transfer-learning-for-natural-language-processing","dgi_tag-free-transfer-learning-for-natural-language-processing","dgi_tag-paul-azunre"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/7390","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\/7390\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=7390"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=7390"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=7390"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}