{"id":209,"date":"2021-10-11T17:24:04","date_gmt":"2021-10-11T15:24:04","guid":{"rendered":"https:\/\/user.phil.hhu.de\/ehren\/?page_id=209"},"modified":"2022-01-20T14:09:50","modified_gmt":"2022-01-20T13:09:50","slug":"vector-semantics-winter-2021-22","status":"publish","type":"page","link":"https:\/\/user.phil.hhu.de\/ehren\/vector-semantics-winter-2021-22\/","title":{"rendered":"Vector Semantics &#8211; Winter 2021\/22"},"content":{"rendered":"<h3>Course Material<\/h3>\n<p><strong>Week 1:<\/strong><\/p>\n<ul>\n<li>Lecture: Course Info (13.10.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/HbWIgMlZ4EPjX2T\" target=\"_blank\" rel=\"noopener noreferrer\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/wewqujmiSr2qBhL\" target=\"_blank\" rel=\"noopener noreferrer\">Slides<\/a><\/li>\n<\/ul>\n<p><strong>Week 2:<\/strong><\/p>\n<ul>\n<li>Lecture: Basics (20.10.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/RsCbu9PYDejzRQ2\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/MEC0EYqonb8wQAa\" target=\"_blank\" rel=\"noopener\">Slides<\/a><\/li>\n<li>Exercise: Syntagmatic and paradigmatic models (21.10.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/KiVaxl5LWZLssFv\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>,&nbsp; <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/3f6z00Ol39wiSqS\" target=\"_blank\" rel=\"noopener\">Notebook<\/a><\/li>\n<\/ul>\n<p><strong>Week 3:<\/strong><\/p>\n<ul>\n<li>Lecture: Linear Algebra I (27.10.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/ElgC8UWcglNFuSd\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/jMqmSvHpNFwtN9U\" target=\"_blank\" rel=\"noopener\">Slides<\/a><\/li>\n<li>Exercise: Linear Algebra I (28.10.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/GDN2l7ewQubCcyA\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/C4dx8ReyXzZ4Waj\" target=\"_blank\" rel=\"noopener\">Notebook<\/a><\/li>\n<\/ul>\n<p><strong>Week 4:<\/strong><\/p>\n<ul>\n<li>Lecture: Linear Algebra II (03.11.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/3eYoP1TVlrdMwQS\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/WwJh9Y2b2DGNd6D\" target=\"_blank\" rel=\"noopener\">Slides<\/a><\/li>\n<li>Exercise: Linear Algebra II (04.11.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/mIDAimpLKEUGL5c\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/8LYRBxhVb57uMy3\" target=\"_blank\" rel=\"noopener\">Notebook<\/a><\/li>\n<\/ul>\n<p><strong>Week 5:<\/strong><\/p>\n<ul>\n<li>Lecture: Building Distributional Models (10.11.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/icQxHnd9QP5HfIJ\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/HyJXIv3tIgylBcH\" target=\"_blank\" rel=\"noopener\">Slides<\/a><\/li>\n<li>Exercise: Building Distributional Models (11.11.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/SSbMWD7QGnQ1l1y\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/XWecAS9CfDkfGyj\" target=\"_blank\" rel=\"noopener\">Notebook<\/a><\/li>\n<\/ul>\n<p><strong>Week 6:<\/strong><\/p>\n<ul>\n<li>Lecture: Singular Value Decomposition (17.11.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/T17IbtsKhoBpX5Q\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/Sz1rdOIlaUMhA09\" target=\"_blank\" rel=\"noopener\">Slides<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/e1yB7Pvn3Z8gYAw\" target=\"_blank\" rel=\"noopener\">Demo PCA<\/a><\/li>\n<li>Exercise: Building Distributional Models (continued) (18.11.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/2J488BtB5nDbmaV\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/MTbm5Q0Fbu1oRIG\" target=\"_blank\" rel=\"noopener\">Exercise<\/a><\/li>\n<\/ul>\n<p><strong>Week 7:<\/strong><\/p>\n<ul>\n<li>Lecture: Distributional Memory (24.11.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/54NLr3y7Ul58WJM\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/dD3hG6yIh8QDg5P\" target=\"_blank\" rel=\"noopener\">Slides<\/a><\/li>\n<li>Exercise: Linear Algebra with numpy, SVD (25.11.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/X7JvsIh5TSSjKuk\" target=\"_blank\" rel=\"noopener\">Screencast numpy<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/hG2QowQdWIU2ohj\" target=\"_blank\" rel=\"noopener\">Screencast SVD<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/U0ZMVqcdZJvJACW\" target=\"_blank\" rel=\"noopener\">notebooks<\/a><\/li>\n<\/ul>\n<p><strong>Week 8:<\/strong><\/p>\n<ul>\n<li>Lecture: Linear Regression (01.12.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/oBMh71VhkjLMSct\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/YSGQbKjTySg6Yhj\" target=\"_blank\" rel=\"noopener\">Slides<\/a><\/li>\n<li>Exercise: cancelled<\/li>\n<\/ul>\n<p><strong>Week 9:<\/strong><\/p>\n<ul>\n<li>Lecture: cancelled<\/li>\n<li>Exercise: <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/0LGtuB6IHkmAQkR\" target=\"_blank\" rel=\"noopener\">Linear Regression<\/a> (09.12.2021)<\/li>\n<\/ul>\n<p><strong>Week 10:<\/strong><\/p>\n<ul>\n<li>Lecture: Logistic Regression (15.12.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/9a3digB9cFS3PHX\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/o0mFdEx01e7ed2a\" target=\"_blank\" rel=\"noopener\">Slides<\/a><\/li>\n<li>Exercise: Logistic Regression (16.12.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/Irs75LQb4QBuZqU\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/t8KNcHgD4IroUVa\" target=\"_blank\" rel=\"noopener\">Notebook<\/a><\/li>\n<\/ul>\n<p><strong>Week 11:<\/strong><\/p>\n<ul>\n<li>Lecture: Neural Networks (22.12.2021): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/DLcwQ0LutfxsXqP\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/kaZOmpoF0QMa3fb\" target=\"_blank\" rel=\"noopener\">Slides<\/a>, <a href=\"https:\/\/www.youtube.com\/watch?v=aircAruvnKk\" target=\"_blank\" rel=\"noopener noreferrer\">Video on Neural Nets by 3Blue1Brown<\/a><\/li>\n<li>Exercise: Neural Networks (06.01.22): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/p9osBNX7gJrEtjK\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/n5uCBOGzMahO9Xm\" target=\"_blank\" rel=\"noopener\">Notebook<\/a><\/li>\n<\/ul>\n<p><strong>Week 12<\/strong>:<\/p>\n<ul>\n<li>Lecture: Word2vec (12.01.2022): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/UZx1YO8Gw88akjC\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/cI83QOAuUi2mpXx\" target=\"_blank\" rel=\"noopener\">Slides<\/a><\/li>\n<li>Exercise: Word2vec (13.01.2022): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/AzgOx5BmluyaQxw\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/6MWAJCFflo7d3eF\" target=\"_blank\" rel=\"noopener\">Notebook<\/a><\/li>\n<\/ul>\n<p><strong>Week 13<\/strong>:<\/p>\n<ul>\n<li>Lecture: Backpropagation (19.01.2022): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/PDYGYV1lh3XxbKy\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/0vS7iPIdeVcSiML\" target=\"_blank\" rel=\"noopener\">Slides (6 &#8211; 43 relevant)<\/a>, &nbsp;<a href=\"https:\/\/www.youtube.com\/watch?v=ANyVpMS3HL4&amp;feature=youtu.be\" target=\"_blank\" rel=\"noopener noreferrer\">Video on derivatives (Khan academy)<\/a>,&nbsp;<a href=\"https:\/\/www.youtube.com\/watch?v=0T0QrHO56qg&amp;feature=youtu.be\" target=\"_blank\" rel=\"noopener noreferrer\">Video on chain rule (Khan academy)<\/a><\/li>\n<li>Exercise: Backpropagation (20.01.2022): <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/s1F8nHZJbdxExty\" target=\"_blank\" rel=\"noopener\">Screencast<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/fofIpPB6DuFIZ67\" target=\"_blank\" rel=\"noopener\">Notebook<\/a><\/li>\n<\/ul>\n<p><strong>Old Homework:<\/strong> <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/9Jxi0pU4RcZ1aVP\" target=\"_blank\" rel=\"noopener\">1<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/vnuDIradBLpSK6x\" target=\"_blank\" rel=\"noopener\">2<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/X9puDGLo535H1Bo\" target=\"_blank\" rel=\"noopener\">3<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/7Noy7lRWUNACzp0\" target=\"_blank\" rel=\"noopener\">4<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/FfXFZ88l8zinib9\" target=\"_blank\" rel=\"noopener\">5<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/YlePi2voQgnZbBH\" target=\"_blank\" rel=\"noopener\">6<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/beARyEnutg382ll\" target=\"_blank\" rel=\"noopener\">7<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/eJBHMRNlR1saDhO\" target=\"_blank\" rel=\"noopener\">8<\/a>, <a href=\"https:\/\/cloud.phil.hhu.de\/index.php\/s\/CiwTk8yPgS2LKJf\" target=\"_blank\" rel=\"noopener\">8 (solution)<\/a><\/p>\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Course Material Week 1: Lecture: Course Info (13.10.2021): Screencast, Slides Week 2: Lecture: Basics (20.10.2021): Screencast, Slides Exercise: Syntagmatic and paradigmatic models (21.10.2021): Screencast,&nbsp; Notebook Week 3: Lecture: Linear Algebra I (27.10.2021): Screencast, Slides Exercise: Linear Algebra I (28.10.2021): Screencast, Notebook Week 4: Lecture: Linear Algebra II (03.11.2021): Screencast, Slides Exercise: Linear Algebra II (04.11.2021): &hellip; <a href=\"https:\/\/user.phil.hhu.de\/ehren\/vector-semantics-winter-2021-22\/\">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\/209"}],"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=209"}],"version-history":[{"count":37,"href":"https:\/\/user.phil.hhu.de\/ehren\/wp-json\/wp\/v2\/pages\/209\/revisions"}],"predecessor-version":[{"id":408,"href":"https:\/\/user.phil.hhu.de\/ehren\/wp-json\/wp\/v2\/pages\/209\/revisions\/408"}],"wp:attachment":[{"href":"https:\/\/user.phil.hhu.de\/ehren\/wp-json\/wp\/v2\/media?parent=209"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}