{"id":5799,"date":"2020-02-15T13:41:05","date_gmt":"2020-02-15T06:41:05","guid":{"rendered":"http:\/\/stang.sc.mahidol.ac.th\/newresources\/?p=5799"},"modified":"2020-02-15T13:41:05","modified_gmt":"2020-02-15T06:41:05","slug":"probability-and-statistics-for-data-science-math-r-data","status":"publish","type":"post","link":"https:\/\/stang.sc.mahidol.ac.th\/newresources\/?p=5799","title":{"rendered":"Probability and statistics for data science : math + R + data"},"content":{"rendered":"<p><a href=\"https:\/\/library.mahidol.ac.th\/record=b1494325a\" target=\"_blank\" rel=\"noopener noreferrer\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft wp-image-5726 size-medium\" src=\"http:\/\/stang.sc.mahidol.ac.th\/newresources\/wp-content\/uploads\/2020\/02\/66683-198x300.jpg\" alt=\"\" width=\"198\" height=\"300\" \/><\/a><\/p>\n<p><strong>AUTHOR<\/strong> :\u00a0 Matloff, Norman S.<\/p>\n<p><strong>CALL NO<\/strong> :\u00a0 QA273 M433p 2020<\/p>\n<p><strong>IMPRINT<\/strong> :\u00a0\u00a0 Boca Raton, Fla. : CRC Press, c2020<!--more--><\/p>\n<p>Probability and Statistics for Data Science: Math + R + Data covers &#8220;math stat&#8221;\u2014distributions, expected value, estimation etc.\u2014but takes the phrase &#8220;Data Science&#8221; in the title quite seriously:<\/p>\n<ul>\n<li>Real datasets are used extensively.<\/li>\n<li>All data analysis is supported by R coding.<\/li>\n<li>Includes many Data Science applications, such as PCA, mixture distributions, random graph models, Hidden Markov models, linear and logistic regression, and neural networks.<\/li>\n<li>Leads the student to think critically about the &#8220;how&#8221; and &#8220;why&#8221; of statistics, and to &#8220;see the big picture.&#8221;<\/li>\n<li>Not &#8220;theorem\/proof&#8221;-oriented, but concepts and models are stated in a mathematically precise manner.<\/li>\n<\/ul>\n<p>Prerequisites are calculus, some matrix algebra, and some experience in programming.<\/p>\n<p>Source :\u00a0 <a href=\"https:\/\/www.crcpress.com\/Probability-and-Statistics-for-Data-Science-Math--R--Data\/Matloff\/p\/book\/9781138393295\">https:\/\/www.crcpress.com\/Probability-and-Statistics-for-Data-Science-Math&#8211;R&#8211;Data\/Matloff\/p\/book\/9781138393295<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>AUTHOR :\u00a0 Matloff, Norman S. CALL NO :\u00a0 QA273 M433p 2020 IMPRINT :\u00a0\u00a0 Boca Raton, Fla. : CRC Press, c2020<\/p>\n","protected":false},"author":1,"featured_media":5726,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[461,63,30],"class_list":["post-5799","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-new-book-releases","tag-probabilities","tag-r","tag-statistics"],"_links":{"self":[{"href":"https:\/\/stang.sc.mahidol.ac.th\/newresources\/index.php?rest_route=\/wp\/v2\/posts\/5799","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/stang.sc.mahidol.ac.th\/newresources\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/stang.sc.mahidol.ac.th\/newresources\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/stang.sc.mahidol.ac.th\/newresources\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/stang.sc.mahidol.ac.th\/newresources\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5799"}],"version-history":[{"count":1,"href":"https:\/\/stang.sc.mahidol.ac.th\/newresources\/index.php?rest_route=\/wp\/v2\/posts\/5799\/revisions"}],"predecessor-version":[{"id":5800,"href":"https:\/\/stang.sc.mahidol.ac.th\/newresources\/index.php?rest_route=\/wp\/v2\/posts\/5799\/revisions\/5800"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/stang.sc.mahidol.ac.th\/newresources\/index.php?rest_route=\/wp\/v2\/media\/5726"}],"wp:attachment":[{"href":"https:\/\/stang.sc.mahidol.ac.th\/newresources\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5799"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/stang.sc.mahidol.ac.th\/newresources\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5799"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/stang.sc.mahidol.ac.th\/newresources\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5799"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}