{"id":572,"date":"2025-04-07T10:05:38","date_gmt":"2025-04-07T08:05:38","guid":{"rendered":"https:\/\/user.phil.hhu.de\/ehren\/?page_id=572"},"modified":"2025-07-21T11:51:59","modified_gmt":"2025-07-21T09:51:59","slug":"deep-learning-in-nlp-summer-2025","status":"publish","type":"page","link":"https:\/\/user.phil.hhu.de\/ehren\/deep-learning-in-nlp-summer-2025\/","title":{"rendered":"Deep Learning in NLP &#8211; Summer 2025"},"content":{"rendered":"\n<p>Together with <a href=\"https:\/\/user.phil.uni-duesseldorf.de\/~cwurm\/lehre\/\" target=\"_blank\" rel=\"noreferrer noopener\">Dr. Christian Wurm<\/a> <\/p>\n\n\n\n<h3>Course Material<\/h3>\n\n\n\n<ol><li>Introduction (08.04.2025): <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/2GjK94eKqlUFwc1\" target=\"_blank\">Slides<\/a><\/li><li>Python Refresher (15.04.2025): <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/CyVCgOY5exDGU4h\" target=\"_blank\">Notebook<\/a><\/li><li>Tensors (22.04.2025): <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/49TOugXIhxLk1ZK\" target=\"_blank\">Notebook<\/a><\/li><li>Encoding and Embedding (29.04.2025): <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/ar8Db9ifD28LPyU\" target=\"_blank\">Notebook<\/a>, <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/YX6cltVIainbu6Y\" target=\"_blank\">Solutions<\/a><\/li><li>Creating Embeddings (13.05.2025): <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/aBVObivzr0ESvX7\" target=\"_blank\">Notebook and Data<\/a>, <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/wxJ0l2aSPGwRSS4\" target=\"_blank\">Solutions<\/a><\/li><li>Modules (20.05.2025): <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/F7Zm2DoRXcOLYIv\" target=\"_blank\">Notebook<\/a>, <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/ZhxyiWjLj2f3UoJ\" target=\"_blank\">Notebook Solutions<\/a><\/li><li>Gradient Descent (27.05.2025): <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/BrFCUEDbAEZcJa4\" target=\"_blank\">Notebook<\/a>, <a href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/0uj42kdEeAjusVp\">Solutions<\/a><\/li><li>Train and evaluate models (03.06.2025): <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/9nKusRD6Nz8Awb1\" target=\"_blank\">Notebook<\/a>, <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/TgYzFULCFdgcKOG\" target=\"_blank\">Solutions<\/a><\/li><li>Contextualization (10.06.2025): <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/fsTNogKkaDpIJRA\" target=\"_blank\">Notebook<\/a>, <a href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/MKGyRzRKCm2qeEn\" target=\"_blank\" rel=\"noreferrer noopener\">Solutions<\/a><\/li><li>Batching (17.06.2025): <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/MsCIvO9qM1MkR7o\" target=\"_blank\">Notebook<\/a>, <a href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/4YJjsM83t9D9faY\" target=\"_blank\" rel=\"noreferrer noopener\">Solutions<\/a><\/li><li>Character-based Modelling (24.06.2025): <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/cP3TSO8gVrpGz9C\" target=\"_blank\">Notebook<\/a>, <a href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/WP58aTfD7CNbtJY\" target=\"_blank\" rel=\"noreferrer noopener\">Solutions<\/a><\/li><li>Character-based Modelling II (01.07.2025): <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/EFFagIH50YvyYqo\" target=\"_blank\">Notebook<\/a>, <a href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/dGRd5qnDxrNEaEw\" target=\"_blank\" rel=\"noreferrer noopener\">Solutions<\/a><\/li><li>BERT (08.07.2025): <a href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/l2Mu5uhP9Y3dbUN\">Notebook<\/a>, <a href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/7BNkcBqjD3kZWin\" target=\"_blank\" rel=\"noreferrer noopener\">Solutions<\/a><\/li><li>Project-related session (15.07.2025): <a rel=\"noreferrer noopener\" href=\"https:\/\/user.phil.hhu.de\/~waszczuk\/teaching\/hhu-dl-wi20\/project\/guidelines.pdf\" target=\"_blank\">Guidelines<\/a><\/li><\/ol>\n\n\n\n<h3>Homework<\/h3>\n\n\n\n<h4>Theoretical<\/h4>\n\n\n\n<ul><li><a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/tNx44uSqW2dgZvZ\" target=\"_blank\">Homework Nr. 1<\/a> (Deadline: 08.05.2025), <a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/bfnXXKINGo3TXBP\" target=\"_blank\">Solution<\/a><\/li><li><a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/MqUTN3Eduz8CHEE\" target=\"_blank\">Homework Nr. 2<\/a> (Deadline: 12.06.2025)<\/li><li><a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/hj1Urktyx2wep4f\" target=\"_blank\">Homework Nr. 3<\/a> (Deadline: 10.07.2025)<\/li><\/ul>\n\n\n\n<h4>Practical<\/h4>\n\n\n\n<ul><li><a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/49TOugXIhxLk1ZK\" target=\"_blank\">Homework Nr. 1<\/a> (Deadline: 06.05.2025)<\/li><li><a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/ar8Db9ifD28LPyU\" target=\"_blank\">Homework Nr. 2<\/a> (Deadline: 20.05.2025)<\/li><li><a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/F7Zm2DoRXcOLYIv\" target=\"_blank\">Homework Nr. 3<\/a> (Deadline: 27.05.2025)<\/li><li><a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/BrFCUEDbAEZcJa4\" target=\"_blank\">Homework Nr. 4<\/a> (Deadline: 03.06.2025)<\/li><li><a rel=\"noreferrer noopener\" href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/MsCIvO9qM1MkR7o\" target=\"_blank\">Homework Nr. 5<\/a> (Deadline: 24.06.2025)<\/li><li><a href=\"https:\/\/uni-duesseldorf.sciebo.de\/s\/EFFagIH50YvyYqo\" target=\"_blank\" rel=\"noreferrer noopener\">Homework Nr. 6<\/a> (Deadline: 15.07.2025)<\/li><\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Together with Dr. Christian Wurm Course Material Introduction (08.04.2025): Slides Python Refresher (15.04.2025): Notebook Tensors (22.04.2025): Notebook Encoding and Embedding (29.04.2025): Notebook, Solutions Creating Embeddings (13.05.2025): Notebook and Data, Solutions Modules (20.05.2025): Notebook, Notebook Solutions Gradient Descent (27.05.2025): Notebook, Solutions Train and evaluate models (03.06.2025): Notebook, Solutions Contextualization (10.06.2025): Notebook, Solutions Batching (17.06.2025): Notebook, Solutions &hellip; <a href=\"https:\/\/user.phil.hhu.de\/ehren\/deep-learning-in-nlp-summer-2025\/\">Weiterlesen <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":59,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"ngg_post_thumbnail":0},"_links":{"self":[{"href":"https:\/\/user.phil.hhu.de\/ehren\/wp-json\/wp\/v2\/pages\/572"}],"collection":[{"href":"https:\/\/user.phil.hhu.de\/ehren\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/user.phil.hhu.de\/ehren\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/user.phil.hhu.de\/ehren\/wp-json\/wp\/v2\/users\/59"}],"replies":[{"embeddable":true,"href":"https:\/\/user.phil.hhu.de\/ehren\/wp-json\/wp\/v2\/comments?post=572"}],"version-history":[{"count":35,"href":"https:\/\/user.phil.hhu.de\/ehren\/wp-json\/wp\/v2\/pages\/572\/revisions"}],"predecessor-version":[{"id":633,"href":"https:\/\/user.phil.hhu.de\/ehren\/wp-json\/wp\/v2\/pages\/572\/revisions\/633"}],"wp:attachment":[{"href":"https:\/\/user.phil.hhu.de\/ehren\/wp-json\/wp\/v2\/media?parent=572"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}