{"id":91,"date":"2018-10-26T14:41:20","date_gmt":"2018-10-26T14:41:20","guid":{"rendered":"http:\/\/groups.cs.umass.edu\/marlin\/?p=91"},"modified":"2018-10-26T14:41:20","modified_gmt":"2018-10-26T14:41:20","slug":"2015-reumass-amherst-data-science-bootcamp","status":"publish","type":"post","link":"https:\/\/groups.cs.umass.edu\/marlin\/2018\/10\/26\/2015-reumass-amherst-data-science-bootcamp\/","title":{"rendered":"2015 REUMass Amherst Data Science Bootcamp"},"content":{"rendered":"<div class=\"field-type-text field-field-class-semester\">\n<div class=\"odd\">\n<div class=\"inline-first\">Semester: Spring<\/div>\n<\/div>\n<\/div>\n<div class=\"field-type-date field-field-class-year\">\n<div class=\"odd\">\n<div class=\"inline-first\">Offered: 2015<\/div>\n<\/div>\n<\/div>\n<p>This course is a short introduction to data science with a focus on machine learning and Python. It is offered as part of the 2015 REUMass Amherst Data Science summer program.<\/p>\n<p>Day 1: Introduction<\/p>\n<ul>\n<li><a href=\"http:\/\/www.cs.umass.edu\/~marlin\/teaching\/REU\/bootcamp-day1.pdf\" rel=\"nofollow\">Lecture Notes<\/a><\/li>\n<li><a href=\"https:\/\/scipy-lectures.github.io\/\" rel=\"nofollow\">Python Scientific Notes<\/a><\/li>\n<li><a href=\"https:\/\/cloud.sagemath.com\/\" rel=\"nofollow\">SageMathCloud<\/a><\/li>\n<li><a href=\"https:\/\/wiki.python.org\/moin\/PythonDistributions\" rel=\"nofollow\">Python Distros<\/a>\u00a0(free\u00a0<a href=\"https:\/\/store.continuum.io\/cshop\/anaconda\/\" rel=\"nofollow\">Anaconda<\/a>\u00a0and\u00a0<a href=\"https:\/\/enthought.com\/products\/canopy\/\" rel=\"nofollow\">Canopy<\/a>\u00a0distros are recommended)<\/li>\n<li><a href=\"http:\/\/www.cs.umass.edu\/~marlin\/teaching\/REU\/intro-day1.ipynb\" rel=\"nofollow\">intro-day1.ipynb<\/a>\u00a0(direct download)<\/li>\n<li><a href=\"http:\/\/www.cs.umass.edu\/~marlin\/teaching\/REU\/exercises-day1.ipynb\" rel=\"nofollow\">exercises-day1.ipynb\u00a0<\/a>(direct download)<\/li>\n<li><a href=\"https:\/\/cloud.sagemath.com\/projects\/83f7ef22-504c-41bd-afd8-de76936006d1\/files\/intro-day1.ipynb\" rel=\"nofollow\">intro-day1.ipynb<\/a>\u00a0(shared on SageMathCloud)<\/li>\n<li><a href=\"https:\/\/cloud.sagemath.com\/projects\/83f7ef22-504c-41bd-afd8-de76936006d1\/files\/exercises-day1.ipynb\" rel=\"nofollow\">exercises-day1.ipynb\u00a0<\/a>(shared on SageMathCloud)<\/li>\n<\/ul>\n<p>Day 2: Introduction to Machine Learning and Research Methods<\/p>\n<ul>\n<li><a href=\"http:\/\/www.cs.umass.edu\/~marlin\/teaching\/REU\/bootcamp-day2.pdf\" rel=\"nofollow\">Lecture Notes<\/a><\/li>\n<li><a href=\"https:\/\/cloud.sagemath.com\/projects\/83f7ef22-504c-41bd-afd8-de76936006d1\/files\/exercises-day2.ipynb\" rel=\"nofollow\">exercises-day2.ipynb<\/a>\u00a0(shared on SageMathCloud)<\/li>\n<li><a href=\"http:\/\/www.cs.umass.edu\/~marlin\/teaching\/REU\/exercises-day2.ipynb\" rel=\"nofollow\">exercises-day2.ipynb<\/a>\u00a0(direct download)<\/li>\n<\/ul>\n<p>Day 3: Classification, Regression and Model Selection<\/p>\n<ul>\n<li><a href=\"http:\/\/www.cs.umass.edu\/~marlin\/teaching\/REU\/bootcamp-day3.pdf\" rel=\"nofollow\">Lecture Notes<\/a><\/li>\n<li><a href=\"https:\/\/cloud.sagemath.com\/projects\/83f7ef22-504c-41bd-afd8-de76936006d1\/files\/exercises-day3.ipynb\" rel=\"nofollow\">exercises-day3.ipynb<\/a>\u00a0(shared on SageMathCloud)<\/li>\n<\/ul>\n<p>Day 4: Unsupervised Learning<\/p>\n<ul>\n<li><a href=\"http:\/\/www.cs.umass.edu\/~marlin\/teaching\/REU\/bootcamp-day4.pdf\" rel=\"nofollow\">Lecture Notes<\/a><\/li>\n<li><a href=\"https:\/\/cloud.sagemath.com\/projects\/83f7ef22-504c-41bd-afd8-de76936006d1\/files\/exercises-day4.ipynb\" rel=\"nofollow\">exercises-day4.ipynb<\/a>\u00a0(shared on SageMathCloud)<\/li>\n<\/ul>\n<p>Day 5: Descriptive Statistics and Statistical Graphics<\/p>\n<ul>\n<li><a href=\"https:\/\/cloud.sagemath.com\/projects\/83f7ef22-504c-41bd-afd8-de76936006d1\/files\/exercises-day5.ipynb\" rel=\"nofollow\">exercises-day5.ipynb<\/a>\u00a0(shared on SageMathCloud)<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Semester: Spring Offered: 2015 This course is a short introduction to data science with a focus on machine learning and Python. It is offered as part of the 2015 REUMass Amherst Data Science summer program. Day 1: Introduction Lecture Notes Python Scientific Notes SageMathCloud Python Distros\u00a0(free\u00a0Anaconda\u00a0and\u00a0Canopy\u00a0distros are recommended) intro-day1.ipynb\u00a0(direct download) exercises-day1.ipynb\u00a0(direct download) intro-day1.ipynb\u00a0(shared on SageMathCloud) &hellip; <a href=\"https:\/\/groups.cs.umass.edu\/marlin\/2018\/10\/26\/2015-reumass-amherst-data-science-bootcamp\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;2015 REUMass Amherst Data Science Bootcamp&#8221;<\/span><\/a><\/p>\n","protected":false},"author":8,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-91","post","type-post","status-publish","format-standard","hentry","category-courses","group-blog","no-sidebar","hfeed"],"_links":{"self":[{"href":"https:\/\/groups.cs.umass.edu\/marlin\/wp-json\/wp\/v2\/posts\/91","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/groups.cs.umass.edu\/marlin\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/groups.cs.umass.edu\/marlin\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/groups.cs.umass.edu\/marlin\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/groups.cs.umass.edu\/marlin\/wp-json\/wp\/v2\/comments?post=91"}],"version-history":[{"count":1,"href":"https:\/\/groups.cs.umass.edu\/marlin\/wp-json\/wp\/v2\/posts\/91\/revisions"}],"predecessor-version":[{"id":92,"href":"https:\/\/groups.cs.umass.edu\/marlin\/wp-json\/wp\/v2\/posts\/91\/revisions\/92"}],"wp:attachment":[{"href":"https:\/\/groups.cs.umass.edu\/marlin\/wp-json\/wp\/v2\/media?parent=91"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/groups.cs.umass.edu\/marlin\/wp-json\/wp\/v2\/categories?post=91"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/groups.cs.umass.edu\/marlin\/wp-json\/wp\/v2\/tags?post=91"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}