{"id":4767,"date":"2019-06-15T16:34:32","date_gmt":"2019-06-15T14:34:32","guid":{"rendered":"http:\/\/blog.via-internet.de\/?p=4767"},"modified":"2019-06-15T16:34:32","modified_gmt":"2019-06-15T14:34:32","slug":"leaning-path-data-scientist","status":"publish","type":"post","link":"https:\/\/via-internet.de\/blog\/2019\/06\/15\/leaning-path-data-scientist\/","title":{"rendered":"Learning | Path for Data Scientist"},"content":{"rendered":"\n<ul class=\"wp-block-list\"><li>Portfolio<\/li><li>Python Pandas \/ Numpy \/SciPy<\/li><li>Apache Spark<\/li><li>Apache Hadoop<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Learning<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.coursera.org\/learn\/python-data-analysis\/home\/welcome\">https:\/\/www.coursera.org\/learn\/python-data-analysis\/home\/welcome<\/a><\/li><li><a rel=\"noreferrer noopener\" aria-label=\"Introduction to Data Science in Python (\u00f6ffnet in neuem Tab)\" href=\"https:\/\/www.coursera.org\/learn\/python-data-analysis\/home\/welcome\" target=\"_blank\">Introduction to Data Science in Python<\/a><\/li><li><a href=\"https:\/\/www.coursera.org\/learn\/python-machine-learning\/home\/welcome\">https:\/\/www.coursera.org\/learn\/python-machine-learning\/home\/welcome<\/a><\/li><li><a href=\"https:\/\/www.coursera.org\/learn\/progfun1\/home\/welcome\">https:\/\/www.coursera.org\/learn\/progfun1\/home\/welcome<\/a><\/li><li><a href=\"https:\/\/www.coursera.org\/learn\/hadoop\/home\/welcome\">https:\/\/www.coursera.org\/learn\/hadoop\/home\/welcome<\/a><\/li><li><a href=\"https:\/\/www.coursera.org\/learn\/machine-learning\/home\/welcome\">https:\/\/www.coursera.org\/learn\/machine-learning\/home\/welcome<\/a><\/li><li><a href=\"https:\/\/www.coursera.org\/learn\/hadoop\/home\/welcome\">https:\/\/www.coursera.org\/learn\/hadoop\/home\/welcome<\/a><\/li><li><a href=\"https:\/\/www.coursera.org\/learn\/python-text-mining\/home\/welcome\">https:\/\/www.coursera.org\/learn\/python-text-mining\/home\/welcome<\/a><\/li><li><a href=\"https:\/\/www.coursera.org\/learn\/scala-spark-big-data\/home\/welcome\">https:\/\/www.coursera.org\/learn\/scala-spark-big-data\/home\/welcome<\/a><\/li><li><a href=\"https:\/\/www.coursera.org\/learn\/python-plotting\/home\/welcome\">https:\/\/www.coursera.org\/learn\/python-plotting\/home\/welcome<\/a><\/li><li><a href=\"https:\/\/www.coursera.org\/learn\/datasciencemathskills\/home\/welcome\">https:\/\/www.coursera.org\/learn\/datasciencemathskills\/home\/welcome<\/a><\/li><li><a href=\"https:\/\/www.coursera.org\/learn\/data-analysis-tools\/home\/welcome\">https:\/\/www.coursera.org\/learn\/data-analysis-tools\/home\/welcome<\/a><\/li><li><a href=\"https:\/\/www.coursera.org\/learn\/data-visualization\/home\/welcome\">https:\/\/www.coursera.org\/learn\/data-visualization\/home\/welcome<\/a><\/li><li><a href=\"https:\/\/www.coursera.org\/learn\/big-data-introduction\/home\/welcome\">https:\/\/www.coursera.org\/learn\/big-data-introduction\/home\/welcome<\/a><\/li><li><a href=\"https:\/\/www.coursera.org\/learn\/big-data-machine-learning\/home\/welcome\">https:\/\/www.coursera.org\/learn\/big-data-machine-learning\/home\/welcome<\/a><\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Mathematics for Data Science<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"26b9\">Linear Algebra<\/h3>\n\n\n\n<ol class=\"wp-block-list\"><li><a href=\"https:\/\/www.khanacademy.org\/math\/linear-algebra\">Khan Academy Linear Algebra series&nbsp;<\/a>(beginner friendly).<\/li><li><a href=\"http:\/\/codingthematrix.com\/\">Coding the Matrix course&nbsp;<\/a>(and book).<\/li><li><a href=\"https:\/\/www.youtube.com\/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab&amp;fbclid=IwAR0aMT4mHp-BAy5viaJyggcQqgBCTbP0VVm3ZaiGTDeyGKHn7cK_Hi-LpFA\">3Blue1Brown Linear Algebra series<\/a><a href=\"https:\/\/www.youtube.com\/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab&amp;fbclid=IwAR2k6eUtl9kfQe__DrbcOAZj69nTAHriXb_0zYOaY6SbBa2TDnFsEALItbk\">.<\/a><\/li><li><a href=\"https:\/\/github.com\/fastai\/numerical-linear-algebra\/blob\/master\/README.md\">fast.ai Linear Algebra for coders course<\/a>, highly related to modern ML workflow.<\/li><li>First course in Coursera&nbsp;<a href=\"https:\/\/www.coursera.org\/specializations\/mathematics-machine-learning\">Mathematics for Machine Learning specialization<\/a>.<\/li><li><a href=\"https:\/\/web.stanford.edu\/~boyd\/vmls\/\">\u201cIntroduction to Applied Linear Algebra \u2014 Vectors, Matrices, and Least Squares\u201d book.<\/a><\/li><li><a href=\"https:\/\/ocw.mit.edu\/courses\/mathematics\/18-06-linear-algebra-spring-2010\/index.htm\">MIT Linear Algebra course<\/a>, highly comprehensive.<\/li><li><a href=\"http:\/\/cs229.stanford.edu\/section\/cs229-linalg.pdf\">Stanford CS229 Linear Algebra review<\/a>.<\/li><\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"b2b6\">Calculus<\/h3>\n\n\n\n<ol class=\"wp-block-list\"><li><a href=\"https:\/\/www.khanacademy.org\/math\/multivariable-calculus\">Khan Academy Calculus series&nbsp;<\/a>(beginner friendly).<\/li><li><a href=\"https:\/\/www.youtube.com\/playlist?list=PLZHQObOWTQDMsr9K-rj53DwVRMYO3t5Yr&amp;fbclid=IwAR2tbiSGEvuPqI5RMWvINEFIj88DcobnFX58KWacjPLxTo2VNgTpHHtrUkc\">3Blue1Brown Calculus series<\/a>.<\/li><li>Second course in Coursera&nbsp;<a href=\"https:\/\/www.coursera.org\/specializations\/mathematics-machine-learning\">Mathematics for Machine Learning specialization<\/a>.<\/li><li><a href=\"https:\/\/arxiv.org\/abs\/1802.01528\">The Matrix Calculus You Need For Deep Learning paper<\/a>.<\/li><li><a href=\"https:\/\/ocw.mit.edu\/courses\/mathematics\/18-01sc-single-variable-calculus-fall-2010\/?fbclid=IwAR0LKFiV32uCutWWaDFj2J-be7kbt3S6UvXjYqd3Iml_ofwTHMXE96y4m3U\">MIT Single Variable Calculus<\/a>.<\/li><li><a href=\"https:\/\/ocw.mit.edu\/courses\/mathematics\/18-02sc-multivariable-calculus-fall-2010\/\">MIT Multivariable Calculus<\/a>.<\/li><li><a href=\"http:\/\/web.stanford.edu\/class\/cs224n\/readings\/review-differential-calculus.pdf\">Stanford CS224n Differential Calculus review<\/a>.<\/li><\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"9392\">Statistics and Probability<\/h3>\n\n\n\n<ol class=\"wp-block-list\"><li><a href=\"https:\/\/www.khanacademy.org\/math\/statistics-probability\">Khan Academy Statistics and probability series&nbsp;<\/a>(beginner friendly).<\/li><li><a href=\"https:\/\/seeing-theory.brown.edu\/\">A visual introduction to probability and statistics, Seeing Theory<\/a>.<\/li><li><a href=\"https:\/\/mena.udacity.com\/course\/intro-to-descriptive-statistics--ud827\">Intro to Descriptive Statistics from Udacity<\/a>.<\/li><li><a href=\"https:\/\/in.udacity.com\/course\/intro-to-inferential-statistics--ud201\">Intro to Inferential Statistics from Udacity<\/a>.<\/li><li><a href=\"https:\/\/www.coursera.org\/specializations\/statistics\">Statistics with R Specialization from Coursera<\/a>.<\/li><li><a href=\"http:\/\/web.stanford.edu\/class\/cs224n\/readings\/cs229-prob.pdf\">Stanford CS229 Probability Theory review<\/a>.<\/li><\/ol>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"2a90\">Bonus materials<\/h3>\n\n\n\n<ol class=\"wp-block-list\"><li>Part one of&nbsp;<a href=\"http:\/\/www.deeplearningbook.org\/\">Deep Learning book<\/a>.<\/li><li><a href=\"https:\/\/www.youtube.com\/playlist?list=PL7y-1rk2cCsA339crwXMWUaBRuLBvPBCg\">CMU Math Background for ML course<\/a>.<\/li><li><a href=\"https:\/\/www.youtube.com\/playlist?list=PL2-dafEMk2A7mu0bSksCGMJEmeddU_H4D\">The Math of Intelligence playlist by Siraj Raval<\/a>.<\/li><\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Portfolio Python Pandas \/ Numpy \/SciPy Apache Spark Apache Hadoop Learning https:\/\/www.coursera.org\/learn\/python-data-analysis\/home\/welcome Introduction to Data Science in Python https:\/\/www.coursera.org\/learn\/python-machine-learning\/home\/welcome https:\/\/www.coursera.org\/learn\/progfun1\/home\/welcome https:\/\/www.coursera.org\/learn\/hadoop\/home\/welcome https:\/\/www.coursera.org\/learn\/machine-learning\/home\/welcome https:\/\/www.coursera.org\/learn\/hadoop\/home\/welcome https:\/\/www.coursera.org\/learn\/python-text-mining\/home\/welcome https:\/\/www.coursera.org\/learn\/scala-spark-big-data\/home\/welcome https:\/\/www.coursera.org\/learn\/python-plotting\/home\/welcome https:\/\/www.coursera.org\/learn\/datasciencemathskills\/home\/welcome https:\/\/www.coursera.org\/learn\/data-analysis-tools\/home\/welcome https:\/\/www.coursera.org\/learn\/data-visualization\/home\/welcome https:\/\/www.coursera.org\/learn\/big-data-introduction\/home\/welcome https:\/\/www.coursera.org\/learn\/big-data-machine-learning\/home\/welcome Mathematics for Data Science Linear Algebra Khan Academy Linear Algebra series&nbsp;(beginner friendly). Coding the Matrix course&nbsp;(and book). 3Blue1Brown Linear Algebra series. fast.ai Linear Algebra [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":7797,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_crdt_document":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[18,44],"tags":[],"class_list":["post-4767","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science","category-learning"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/via-internet.de\/blog\/wp-json\/wp\/v2\/posts\/4767","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/via-internet.de\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/via-internet.de\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/via-internet.de\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/via-internet.de\/blog\/wp-json\/wp\/v2\/comments?post=4767"}],"version-history":[{"count":0,"href":"https:\/\/via-internet.de\/blog\/wp-json\/wp\/v2\/posts\/4767\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/via-internet.de\/blog\/wp-json\/"}],"wp:attachment":[{"href":"https:\/\/via-internet.de\/blog\/wp-json\/wp\/v2\/media?parent=4767"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/via-internet.de\/blog\/wp-json\/wp\/v2\/categories?post=4767"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/via-internet.de\/blog\/wp-json\/wp\/v2\/tags?post=4767"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}