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{"id":1206,"date":"2018-12-26T18:03:30","date_gmt":"2018-12-26T23:03:30","guid":{"rendered":"https:\/\/www.novainstitute.ca\/?page_id=1206"},"modified":"2019-08-09T17:43:25","modified_gmt":"2019-08-09T21:43:25","slug":"real-world-data","status":"publish","type":"page","link":"https:\/\/www.novainstitute.ca\/courses\/real-world-data\/","title":{"rendered":"Real-world Data: A Web Scraping Workshop"},"content":{"rendered":"\n<div class=\"wp-block-columns has-2-columns is-layout-flex wp-container-core-columns-is-layout-1 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>Upcoming Sessions:<\/strong><\/p>\n\n\n<style>#sp-ea-3148 .spcollapsing { height: 0; overflow: hidden; transition-property: height;transition-duration: 500ms;}#sp-ea-3148.sp-easy-accordion>.sp-ea-single {border: 1px solid #e2e2e2; }#sp-ea-3148.sp-easy-accordion>.sp-ea-single>.ea-header a {color: #444;}#sp-ea-3148.sp-easy-accordion>.sp-ea-single>.sp-collapse>.ea-body {background: #fff; color: #444;}#sp-ea-3148.sp-easy-accordion>.sp-ea-single {background: #eee;}#sp-ea-3148.sp-easy-accordion>.sp-ea-single>.ea-header a .ea-expand-icon.fa { float: left; color: #444;font-size: 16px;}<\/style><div id=\"sp-ea-3148\" class=\"sp-ea-one sp-easy-accordion\" data-ex-icon=\"fa-minus\" data-col-icon=\"fa-plus\"  data-ea-active=\"ea-click\"  data-ea-mode=\"vertical\" data-preloader=\"\" data-scroll-active-item=\"\" data-offset-to-scroll=\"0\"><div class=\"ea-card ea-expand sp-ea-single\"><h3 class=\"ea-header\"><a class=\"collapsed\" data-sptoggle=\"spcollapse\" data-sptarget=#collapse31480 href=\"javascript:void(0)\"  aria-expanded=\"true\"><i class=\"ea-expand-icon fa fa-minus\"><\/i> Mississauga<\/a><\/h3><div class=\"sp-collapse spcollapse collapsed show\" id=\"collapse31480\" data-parent=#sp-ea-3148><div class=\"ea-body\"><p><!-- wp:paragraph --><\/p>\n<ul>\n<li><strong>Saturday Nov 2<\/strong>\n<ul>\n<li> 10 am - 1 pm<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><!-- \/wp:paragraph --><\/p>\n<\/div><\/div><\/div><div class=\"ea-card  sp-ea-single\"><h3 class=\"ea-header\"><a class=\"collapsed\" data-sptoggle=\"spcollapse\" data-sptarget=#collapse31481 href=\"javascript:void(0)\"  aria-expanded=\"false\"><i class=\"ea-expand-icon fa fa-plus\"><\/i> Toronto<\/a><\/h3><div class=\"sp-collapse spcollapse \" id=\"collapse31481\" data-parent=#sp-ea-3148><div class=\"ea-body\"><p><!-- wp:paragraph --><\/p>\n<ul>\n<li><strong>Saturday Nov 9<\/strong>\n<ul>\n<li> 10 am - 1 pm<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><!-- \/wp:paragraph --><\/p>\n<\/div><\/div><\/div><div class=\"ea-card  sp-ea-single\"><h3 class=\"ea-header\"><a class=\"collapsed\" data-sptoggle=\"spcollapse\" data-sptarget=#collapse31482 href=\"javascript:void(0)\"  aria-expanded=\"false\"><i class=\"ea-expand-icon fa fa-plus\"><\/i> Scarborough<\/a><\/h3><div class=\"sp-collapse spcollapse \" id=\"collapse31482\" data-parent=#sp-ea-3148><div class=\"ea-body\"><p><!-- wp:paragraph --><\/p>\n<ul>\n<li><strong>Sunday Nov 3<\/strong>\n<ul>\n<li> 10 am - 1 pm<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><!-- \/wp:paragraph --><\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<p><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>Level:<\/strong><\/p>\n\n\n\n<p>Intermediate certificate workshop<\/p>\n\n\n\n<p><strong>Duration:<\/strong><\/p>\n\n\n\n<p>3 hours <\/p>\n\n\n\n<p><strong>Price:<\/strong><\/p>\n\n\n\n<p>Regular: \u00a0 \u00a0  $ 249 + tax<br><\/p>\n<\/div>\n<\/div>\n\n\n\n<h5 class=\"wp-block-heading\">Gathering, cleaning and analyzing messy data<\/h5>\n\n\n\n<p>If you already started your data science journey on your own you might have worked with some tutorials and courses that provide you with a clean and neat data set to train your machine learning models on. This is great for learning the principles of the algorithms, but the real world is not neat and clean. Real-world data is messy, incomplete, and probably not what you were looking for in the first place.<\/p>\n\n\n\n<p>In this workshop we will look at techniques for gathering data, we will build a program for scraping web content and we will clean and preprocess that data so we can analyze it.<\/p>\n\n\n\n<p>This course is great if you are trying to build a portfolio of machine learning and data science projects. Employers like to see that you are able to work with real data. And if you can gather your own data you are not limited by the existence of nicely prepared datasets to conduct your machine learning experiments.<\/p>\n\n\n\n<p>The workshop is 3 hours. It requires some basic programming experience, preferably in Python. Participants must bring their own laptop.<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">What do you get?<\/h5>\n\n\n\n<ul><li>Hands-on training in web scraping<\/li><li>Learn about working with messy and incomplete data<\/li><li>Gain valuable skills for portfolio building<\/li><li>Certificate of completion<\/li><li>Food will be served<\/li><\/ul>\n\n\n\n<h5 class=\"wp-block-heading\">Prerequisites<\/h5>\n\n\n\n<ul><li>Working knowledge in programming (preferrably Python)<\/li><li>Participants must bring their own laptop (Win\/Linux\/Mac)<\/li><\/ul>\n\n\n\n<div class=\"wp-block-columns has-2-columns is-layout-flex wp-container-core-columns-is-layout-2 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading\">Registration<\/h5>\n\n\n\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f3149-o1\" lang=\"en-GB\" dir=\"ltr\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/wp-json\/wp\/v2\/pages\/1206#wpcf7-f3149-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" novalidate=\"novalidate\" data-status=\"init\">\n<div style=\"display: none;\">\n<input type=\"hidden\" name=\"_wpcf7\" value=\"3149\" \/>\n<input type=\"hidden\" name=\"_wpcf7_version\" value=\"5.9.3\" \/>\n<input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_GB\" \/>\n<input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f3149-o1\" \/>\n<input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/>\n<input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/>\n<input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/div>\n<p><label> Name (required)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-name\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required\" aria-required=\"true\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"your-name\" \/><\/span> <\/label>\n<\/p>\n<p><label> Email (required)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-email\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email\" aria-required=\"true\" aria-invalid=\"false\" value=\"\" type=\"email\" name=\"your-email\" \/><\/span> <\/label>\n<\/p>\n<p><label> Phone Number (required)<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"tel-python\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-tel wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-tel\" aria-required=\"true\" aria-invalid=\"false\" value=\"\" type=\"tel\" name=\"tel-python\" \/><\/span><\/label>\n<\/p>\n<p><label> How did you hear about this course? <span class=\"wpcf7-form-control-wrap\" data-name=\"referal\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-text\" aria-invalid=\"false\" value=\"\" type=\"text\" name=\"referal\" \/><\/span> <\/label>\n<\/p>\n<p><label> Mississauga<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"menu-mis\"><select class=\"wpcf7-form-control wpcf7-select\" aria-invalid=\"false\" name=\"menu-mis\"><option value=\"\"><\/option><option value=\"November 2\">November 2<\/option><\/select><\/span> <\/label><br \/>\n<label> Toronto<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"menu-tor\"><select class=\"wpcf7-form-control wpcf7-select\" aria-invalid=\"false\" name=\"menu-tor\"><option value=\"\"><\/option><option value=\"November 9\">November 9<\/option><\/select><\/span> <\/label><br \/>\n<label> Scarborough<br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"menu-scar\"><select class=\"wpcf7-form-control wpcf7-select\" aria-invalid=\"false\" name=\"menu-scar\"><option value=\"\"><\/option><option value=\"November 3\">November 3<\/option><\/select><\/span> <\/label>\n<\/p>\n<p><span class=\"wpcf7-form-control-wrap\" data-name=\"acceptance-781\"><span class=\"wpcf7-form-control wpcf7-acceptance optional\"><span class=\"wpcf7-list-item\"><label><input type=\"checkbox\" name=\"acceptance-781\" value=\"1\" aria-invalid=\"false\" \/><span class=\"wpcf7-list-item-label\">Please send me information about upcoming courses and events.<\/span><\/label><\/span><\/span><\/span><br \/>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"acceptance-782\"><span class=\"wpcf7-form-control wpcf7-acceptance\"><span class=\"wpcf7-list-item\"><label><input type=\"checkbox\" name=\"acceptance-782\" value=\"1\" aria-invalid=\"false\" \/><span class=\"wpcf7-list-item-label\">I accept the <a href= https:\/\/www.novainstitute.ca\/wpautoterms\/terms-and-conditions-2\/ target=\"_blank\"> course terms and conditions<\/a><\/span><\/label><\/span><\/span><\/span>\n<\/p>\n<p><input class=\"wpcf7-form-control wpcf7-submit has-spinner\" type=\"submit\" value=\"Send\" \/>\n<\/p><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<\/form>\n<\/div>\n\n\n\n\n<p><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading\">Price<\/h5>\n\n\n\n<p>Regular: $ 249 + tax<\/p>\n\n\n\n<p>If the time, date, and\/or place does not suit you, please <a href=\"https:\/\/www.novainstitute.ca\/contact\/\">contact us<\/a>. We may be able to accommodate you.<\/p>\n\n\n\n<p>Business customer? We offer on-site personalized courses <a href=\"https:\/\/www.novainstitute.ca\/contact\/\">contact us<\/a> for a quote.<\/p>\n<\/div>\n<\/div>\n\n\n<script type=\"text\/javascript\" src=\"\/\/downloads.mailchimp.com\/js\/signup-forms\/popup\/unique-methods\/embed.js\" data-dojo-config=\"usePlainJson: true, isDebug: false\"><\/script><script type=\"text\/javascript\">window.dojoRequire([\"mojo\/signup-forms\/Loader\"], function(L) { L.start({\"baseUrl\":\"mc.us19.list-manage.com\",\"uuid\":\"b1148c6af2203ffcdbf985a22\",\"lid\":\"3bf5a09a65\",\"uniqueMethods\":true}) })<\/script>\n","protected":false},"excerpt":{"rendered":"<p>In this workshop we will look at techniques for gathering data, we will build a program for scraping web content and we will clean and preprocess that data so we can analyze it<\/p>\n","protected":false},"author":1,"featured_media":739,"parent":27,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.3 - 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