{"id":198,"date":"2020-09-06T11:46:36","date_gmt":"2020-09-06T11:46:36","guid":{"rendered":"http:\/\/www.keithdillon.com\/?page_id=198"},"modified":"2020-09-06T13:37:43","modified_gmt":"2020-09-06T13:37:43","slug":"math-for-data-science-spring-2020","status":"publish","type":"page","link":"https:\/\/www.keithdillon.com\/index.php\/math-for-data-science-spring-2020\/","title":{"rendered":"Math for Data Science – Spring 2020"},"content":{"rendered":"

Overview<\/h1>\n

This is a hands-on class surveying a range of mathematical methods for data science, with an emphasis on solving problems with cutting-edge software packages.\u00a0 An understanding of basic linear algebra and probability is needed, as well as programming skills. Python will be used.<\/p>\n

Slides<\/h1>\n
    \n
  1. Introduction<\/a><\/li>\n
  2. Classical linear algebra software<\/a><\/li>\n
  3. Linear algebra highlights<\/a><\/li>\n
  4. Norms, Distances, and Statistics<\/a><\/li>\n
  5. Singular Value Decomposition<\/a><\/li>\n
  6. Vectorization and Tensors<\/a><\/li>\n
  7. Networks and graph spectral methods<\/a><\/li>\n
  8. Gaussian graphical models<\/a><\/li>\n
  9. Matrix Calculus<\/a><\/li>\n
  10. Gradient descent optimization<\/a><\/li>\n
  11. Computational graphs with Tensorflow<\/a><\/li>\n<\/ol>\n

    yet more scalable numerical math software<\/a>
    \n    PyTorch tutorial<\/a>
    \n    Tensorflow tutorial<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

    Overview This is a hands-on class surveying a range of mathematical methods for data science, with an emphasis on solving problems with cutting-edge software packages.\u00a0 An understanding of basic linear algebra and probability is needed, as well as programming skills.<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"_links":{"self":[{"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/pages\/198"}],"collection":[{"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/comments?post=198"}],"version-history":[{"count":14,"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/pages\/198\/revisions"}],"predecessor-version":[{"id":227,"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/pages\/198\/revisions\/227"}],"wp:attachment":[{"href":"https:\/\/www.keithdillon.com\/index.php\/wp-json\/wp\/v2\/media?parent=198"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}