{"id":5776,"date":"2020-12-03T00:01:20","date_gmt":"2020-12-02T21:01:20","guid":{"rendered":"https:\/\/www.newworldai.com\/?p=5776"},"modified":"2020-12-06T17:12:59","modified_gmt":"2020-12-06T14:12:59","slug":"stanford-cs224n-nlp-deep-learning-winter-2019","status":"publish","type":"post","link":"https:\/\/www.newworldai.com\/stanford-cs224n-nlp-deep-learning-winter-2019\/","title":{"rendered":"Stanford CS224N: NLP with Deep Learning | Winter 2019"},"content":{"rendered":"<p style=\"text-align: left;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">The field of natural language processing (NLP) is one of the most important and useful application areas of artificial intelligence. NLP is undergoing rapid evolution as new methods and toolsets converge with an ever-expanding availability of data. <\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: helvetica, arial, sans-serif; font-size: 12pt;\">In this course, you will explore the fundamental concepts of NLP and its role in current and emerging technologies. You will gain a thorough understanding of modern neural network algorithms for the processing of linguistic information. By mastering cutting-edge approaches, you will gain the skills to move from word representation and syntactic processing to designing and implementing complex deep learning models for question answering, machine translation, and other language understanding tasks.<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-size: 14pt; color: #800080;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">What you will learn<\/span><\/strong><\/span><br \/>\n<span style=\"font-family: helvetica, arial, sans-serif; font-size: 12pt;\">-Computational properties of natural languages<\/span><br \/>\n<span style=\"font-family: helvetica, arial, sans-serif; font-size: 12pt;\">-Neural network models for language understanding tasks<\/span><br \/>\n<span style=\"font-family: helvetica, arial, sans-serif; font-size: 12pt;\">-Word vectors, syntactic, and semantic processing<\/span><br \/>\n<span style=\"font-family: helvetica, arial, sans-serif; font-size: 12pt;\">-Coreference, question answering, and machine translation<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-size: 14pt; color: #800080;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Instructors<\/span><\/strong><\/span><br \/>\n<strong><span style=\"font-family: helvetica, arial, sans-serif; font-size: 12pt;\">Professor Christopher Manning<\/span><\/strong><br \/>\n<em><span style=\"font-family: helvetica, arial, sans-serif; font-size: 12pt;\">Thomas M. Siebel Professor in Machine Learning, Professor of Linguistics and of Computer Science<\/span><\/em><br \/>\n<em><span style=\"font-family: helvetica, arial, sans-serif; font-size: 12pt;\">Director, Stanford Artificial Intelligence Laboratory (SAIL)<\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><strong><span style=\"font-family: helvetica, arial, sans-serif; font-size: 12pt;\">Abigail See<\/span><\/strong><br \/>\n<em><span style=\"font-family: helvetica, arial, sans-serif; font-size: 12pt;\">Ph.D. Candidate, Computer Science<\/span><\/em><br \/>\n<em><span style=\"font-family: helvetica, arial, sans-serif; font-size: 12pt;\">Head TA, CS224: Natural Language Processing with Deep Learning<\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 1 \u2013 Introduction and Word Vectors<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/8rXD5-xhemo\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 2 \u2013 Word Vectors and Word Senses<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/kEMJRjEdNzM\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 3 \u2013 Neural Networks<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/8CWyBNX6eDo\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 5 \u2013 Dependency Parsing<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/nC9_RfjYwqA\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 6 \u2013 Language Models and RNNs<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/iWea12EAu6U\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 7 \u2013 Vanishing Gradients, Fancy RNNs<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/QEw0qEa0E50\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 8 \u2013 Translation, Seq2Seq, Attention<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/XXtpJxZBa2c\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 9 \u2013 Practical Tips for Projects<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/fyqm8fRDgl0\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 10 \u2013 Question Answering<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/yIdF-17HwSk\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 11 \u2013 Convolutional Networks for NLP<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/EAJoRA0KX7I\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 12 \u2013 Subword Models<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/9oTHFx0Gg3Q\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 13 \u2013 Contextual Word Embeddings<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/S-CspeZ8FHc\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 14 \u2013 Transformers and Self-Attention<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/5vcj8kSwBCY\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 15 \u2013 Natural Language Generation<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/4uG1NMKNWCU\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><span data-mce-type=\"bookmark\" style=\"display: inline-block; width: 0px; overflow: hidden; line-height: 0;\" class=\"mce_SELRES_start\">\ufeff<\/span><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 16 \u2013 Coreference Resolution<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/i19m4GzBhfc\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 17 \u2013 Multitask Learning<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/M8dsZsEtEsg\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 18 \u2013 Constituency Parsing, TreeRNNs<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/6Z4A3RSf-HY\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 19 \u2013 Bias in AI<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/XR8YSRcuVLE\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p style=\"text-align: justify;\"><em><span style=\"font-size: 14pt;\"><strong><span style=\"font-family: helvetica, arial, sans-serif;\">Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 20 \u2013 Future of NLP + Deep Learning<\/span><\/strong><\/span><\/em><\/p>\n<p style=\"text-align: justify;\"><iframe loading=\"lazy\" src=\"https:\/\/www.youtube.com\/embed\/3wWZBGN-iX8\" width=\"760\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n<p><strong>Source:<\/strong>\u00a0<em>https:\/\/online.stanford.edu\/courses\/xcs224n-natural-language-processing-deep-learning<\/em><\/p>\n<p><a class=\"yt-simple-endpoint style-scope ytd-video-owner-renderer\" tabindex=\"-1\" href=\"https:\/\/www.youtube.com\/user\/stanfordonline\"><img decoding=\"async\" id=\"img\" class=\"style-scope yt-img-shadow\" src=\"https:\/\/yt3.ggpht.com\/a\/AGF-l7-CoyPD2m4FmCYNv-VO9SfrJj9cZk8xPg3URQ=s48-c-k-c0xffffffff-no-rj-mo\" alt=\"\" width=\"48\" \/><\/a><\/p>\n<div id=\"upload-info\" class=\"style-scope ytd-video-owner-renderer\">\n<div id=\"container\" class=\"style-scope ytd-channel-name\">\n<div 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NLP is undergoing rapid<\/p>\n","protected":false},"author":2,"featured_media":5778,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[3],"tags":[1419,1418,751],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.2.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Stanford CS224N: NLP with Deep Learning | Winter 2019 - New World : Artificial Intelligence<\/title>\n<meta name=\"description\" content=\"In this course, you will explore the fundamental concepts of NLP and its role in current and emerging technologies\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.newworldai.com\/stanford-cs224n-nlp-deep-learning-winter-2019\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Stanford CS224N: NLP with Deep Learning | Winter 2019 - 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