{"id":44,"date":"2019-04-08T22:29:03","date_gmt":"2019-04-08T20:29:03","guid":{"rendered":"https:\/\/user.phil.hhu.de\/ehren\/?page_id=44"},"modified":"2019-07-02T10:56:30","modified_gmt":"2019-07-02T08:56:30","slug":"vector-semantics-summer-2019","status":"publish","type":"page","link":"https:\/\/user.phil.hhu.de\/ehren\/vector-semantics-summer-2019\/","title":{"rendered":"Vector Semantics – Summer 2019"},"content":{"rendered":"

Course Material<\/h3>\n
    \n
  1. Course Info (02.04.2019): Slides<\/a><\/li>\n
  2. Distributional Semantics Basics (09.04.2019): Slides<\/a><\/li>\n
  3. Linear Algebra I (16.04.2019): Slides<\/a>, Homework Nr. 1<\/a><\/li>\n
  4. Linear Algebra II (23.04.2019): Slides<\/a>, Homework Nr. 2<\/a>
    \n    Notebook on Homework Nr. 1<\/a>, Notebook on Linear Transformations<\/a>,
    \n    Notebook on Linear Algebra with numpy<\/a><\/li>\n
  5. Linear Algebra II (Part II) (30.04.2019): Slides<\/a>, Notebook on SVD, LSI<\/a>, Notebook on exercise 3 of Homework Nr. 2<\/a>, Homework Nr. 3<\/a><\/li>\n
  6. Building Distributional Models, Distributional Memory (07.05.2019): Slides (Building Distributional Models)<\/a>, Slides (Distributional Memory)<\/a>, Homework Nr. 4<\/a>, Notebook on exercise 3 of Homework Nr. 3<\/a><\/li>\n
  7. Practical Exercise Nr.1 (14.05.2019): Material for the practical exercice<\/a>, Solutions to the exercise<\/a><\/li>\n
  8. Machine Learning: Linear Regression (28.05.2019): Slides<\/a>, Homework Nr. 5<\/a>, Notebook on Linear Regression<\/a><\/li>\n
  9. Machine Learning: Logistic Regression (04.06.2019): Slides<\/a>, Homework Nr. 6<\/a>, Notebook on Logistic Regression<\/a> <\/li>\n
  10. Machine Learning: Neural Nets (11.06.2019): Slides<\/a>, Homework Nr. 7<\/a><\/li>\n
  11. Machine Learning: Neural Nets – Backpropagation (18.06.2019): Slides<\/a> – CS231n Winter2016 (Andrej Karpathy), Video on backpropagation<\/a> (relevant till minute 33), Homework Nr. 8<\/a>, Notebook<\/a> on exercise 1 of homework Nr. 7<\/li>\n
  12. Word2vec (25.06.19): Slides<\/a><\/li>\n
  13. Practical Exercise Nr.2 (02.07.2019): Material for Practical Exercise Nr.2<\/a>, Solutions to exercise Nr. 2<\/a><\/li>\n<\/ol>\n

    Reading Suggestions<\/h3>\n