{"id":474,"date":"2018-05-07T04:52:49","date_gmt":"2018-05-07T04:52:49","guid":{"rendered":"http:\/\/bskog.com\/ai\/?p=474"},"modified":"2018-05-07T04:53:15","modified_gmt":"2018-05-07T04:53:15","slug":"harward-data-science-course-2015","status":"publish","type":"post","link":"http:\/\/bskog.com\/ai\/2018\/05\/07\/harward-data-science-course-2015\/","title":{"rendered":"Harward Data Science Course 2015"},"content":{"rendered":"<p>If you are interested in learning more about Data Science, you can check out the course page for the <a href=\"http:\/\/cs109.github.io\/2015\/index.html\">CS109 Data Science Course at Harvard University<\/a>.<br \/>\nTopics covered are among others:<\/p>\n<ul>\n<li><span style=\"font-size: 1rem;\">Pandas<\/span><\/li>\n<li><span style=\"font-size: 1rem;\">Python<\/span><\/li>\n<li>\u00a0Web Scraping<\/li>\n<li>Regular Expressions<\/li>\n<li>Data Reshaping<\/li>\n<li>Data Cleanup<\/li>\n<li>Probability<\/li>\n<li>Distributions<\/li>\n<li>Frequentist Statistics<\/li>\n<li>Bias and Regression<\/li>\n<li>SVM, Decision Trees, Random Forests<\/li>\n<li>Ensemble Methods<\/li>\n<li>MapReduce<\/li>\n<li>Spark<\/li>\n<li>Bayes Theorem and Bayesian Methods<\/li>\n<li>Interactive Visualization<\/li>\n<li>Deep Networks<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>If you are interested in learning more about Data Science, you can check out the course page for the CS109 Data Science Course at Harvard University. Topics covered are among others: Pandas Python \u00a0Web Scraping Regular Expressions Data Reshaping Data Cleanup Probability Distributions Frequentist Statistics Bias and Regression SVM, Decision Trees, Random Forests Ensemble Methods &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/bskog.com\/ai\/2018\/05\/07\/harward-data-science-course-2015\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Harward Data Science Course 2015&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[46],"tags":[],"class_list":["post-474","post","type-post","status-publish","format-standard","hentry","category-data-science"],"_links":{"self":[{"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/posts\/474","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/comments?post=474"}],"version-history":[{"count":2,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/posts\/474\/revisions"}],"predecessor-version":[{"id":477,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/posts\/474\/revisions\/477"}],"wp:attachment":[{"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/media?parent=474"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/categories?post=474"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/bskog.com\/ai\/wp-json\/wp\/v2\/tags?post=474"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}