{"id":16010,"date":"2017-02-05T11:35:03","date_gmt":"2017-02-05T11:35:03","guid":{"rendered":"https:\/\/thedatascientist.com\/?p=16010"},"modified":"2024-01-10T06:42:02","modified_gmt":"2024-01-10T06:42:02","slug":"best-way-learn-data-science","status":"publish","type":"post","link":"https:\/\/thedatascientist.com\/best-way-learn-data-science\/","title":{"rendered":"What is the best way to learn data science?"},"content":{"rendered":"\n<div class=\"wp-block-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<h2 class=\"wp-block-heading\" id=\"h-learning-about-data-science\">Learning about data science<\/h2>\n\n\n\n<p>With the increasing popularity of&nbsp;<strong>data science<\/strong>, there are now countless online tutorials on&nbsp;<strong>machine learning<\/strong>,&nbsp;<strong>data science<\/strong>&nbsp;and&nbsp;<strong>statistics<\/strong>,&nbsp;<strong>Python<\/strong>&nbsp;and&nbsp;<strong>R<\/strong>. Most of these tutorials follow the same pattern: learn some basic commands, go through a simple use case, apply some algorithms and discuss the results, which raises the question \u201cwhat is the best way to learn about data science\u201d?<\/p>\n\n\n\n<p>The first thing we would have to ask would, what does the job of data scientist look like on a daily basis?<\/p>\n\n\n\n<p>A data scientist will have to do (amongst other things):<\/p>\n\n\n\n<ul>\n<li>Discuss the business problem with the stakeholders and convert it into a&nbsp;<a href=\"https:\/\/thedatascientist.com\/the-data-scientist-march-newsletter-why-do-most-data-science-learners-fail-heres-a-free-call-with-an-expert-to-help-guide-you\/\">data science<\/a>&nbsp;problem.<\/li>\n\n\n\n<li>Understand the different <a href=\"https:\/\/thedatascientist.com\/how-does-data-and-metrics-revolutionize-workplace-outcomes\/\" target=\"_blank\" rel=\"noopener\">metrics and how they relate to business outcomes<\/a>.<\/li>\n\n\n\n<li>Understand the algorithms, and how the various trade-offs in terms of explanatory power\/predictive power\/implementation.<\/li>\n\n\n\n<li>Present and communicate results.<\/li>\n<\/ul>\n\n\n\n<p>So, data science is a lot more than just loading data and playing around with algorithms in&nbsp;<a rel=\"nofollow noopener\" href=\"http:\/\/scikit-learn.org\/\" target=\"_blank\">scikit-learn<\/a>&nbsp;and R. It is easy to become very good in one of those skills, while missing the rest.<\/p>\n\n\n\n<p>Many others resort to competitions, and that is a fine way to learn how to use the tools properly, but you are not going to face the same challenges you face in real life. Competitions is a great way to&nbsp;<a href=\"https:\/\/thedatascientist.com\/an-introduction-to-decision-trees-for-machine-learning\/\">learn how to code pipelines and experiment with different algorithms<\/a>. However, in a&nbsp;<a href=\"https:\/\/thedatascientist.com\/introduction-machine-learning-examples-python-r\/\">machine learning<\/a>&nbsp;competition, the metric of the problem is given to you. You won\u2019t have to present outcomes. You can create a solution of arbitrary complexity, as long as it drives you up the leaderboard, leading to monster&nbsp;<a href=\"https:\/\/en.wikipedia.org\/wiki\/Ensemble_learning\" target=\"_blank\" rel=\"noreferrer noopener\">ensembles<\/a>&nbsp;of many models mixed together.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img fetchpriority=\"high\" decoding=\"async\" width=\"321\" height=\"421\" src=\"https:\/\/i0.wp.com\/www.skampakis.com\/wp-content\/uploads\/2017\/02\/teaching_computers.png?resize=321%2C421\" alt=\"teaching\" class=\"wp-image-579\" srcset=\"https:\/\/thedatascientist.com\/wp-content\/uploads\/2017\/02\/teaching_computers.png 321w, https:\/\/thedatascientist.com\/wp-content\/uploads\/2017\/02\/teaching_computers-229x300.png 229w\" sizes=\"(max-width: 321px) 100vw, 321px\" \/><\/figure><\/div>\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-learn-data-science-the-right-way\">Learn data science the right way<\/h2>\n\n\n\n<p>This is why in my&nbsp;<a rel=\"nofollow noopener\" href=\"https:\/\/www.experfy.com\/training\/courses\/data-science-for-sports-injuries-using-r-python-and-weka\" target=\"_blank\">course<\/a>&nbsp;I took a different turn in teaching data science. Not only I am teaching the most popular tools (R, Python and&nbsp;<a rel=\"nofollow noopener\" href=\"http:\/\/www.cs.waikato.ac.nz\/ml\/weka\/\" target=\"_blank\">Weka<\/a>), and the basic principles behind machine learning and statistics, but I do that through 3 different real-world use cases which came form my experience working on the field of sports.<\/p>\n\n\n\n<p>For example, in one of the lectures (\u201cinjury prediction based on exposure records\u201d), I teach you how to get a dataset and transform it so that you can answer a particular problem, while at the same time taking into account the uncertainty and data issues associated with a problem. I another lecture (\u201cpredicting the recovery time\u201d) I teach about some of the issues you might meet when presenting sensitive results to a non-technical audience.<\/p>\n\n\n\n<p>Also, the course is not just for people who want to become <a href=\"https:\/\/thedatascientist.com\/the-data-scientist-august-newsletter-a-world-of-uncertainty-ai-data-science-and-machine-learning\/\">data scientists<\/a>. While R and Python and the most popular choices of languages for data scientists,&nbsp;<a rel=\"nofollow noopener\" href=\"http:\/\/www.cs.waikato.ac.nz\/ml\/weka\/\" target=\"_blank\">Weka<\/a>&nbsp;is an amazing tool that can be used to do machine learning through a graphical user interface. You don\u2019t have to know how to code to analyse data. <a href=\"https:\/\/thedatascientist.com\/the-intersection-of-data-science-and-architecture-ais-role-in-modern-building-design\/\" target=\"_blank\" rel=\"noopener\">Clearly very useful for people outside of&nbsp;tech<\/a> who want to use data&nbsp;science, without having to go deep into it.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-do-you-want-to-become-data-scientist\">Do you want to become data scientist?<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><a href=\"http:\/\/beyond-machine.com\/\" rel=\"nofollow\"><img decoding=\"async\" src=\"https:\/\/i0.wp.com\/wordpress-600595-1943234.cloudwaysapps.com\/wp-content\/uploads\/2022\/02\/beyond-machine_400x160.png\" alt=\"beyond machine\" class=\"wp-image-3917\"\/><\/a><\/figure>\n\n\n\n<p>Do you want to become a&nbsp;<a href=\"https:\/\/thedatascientist.com\/the-data-scientist-2021-survey\/\">data scientist<\/a>&nbsp;and pursue a lucrative career with a high salary, working from anywhere in the world? I have developed a unique course based on my 10+ years of teaching experience in this area. The course offers the following:<\/p>\n\n\n\n<ul>\n<li><a href=\"https:\/\/thedatascientist.com\/how-to-upskill-in-data-science-for-high-paying-jobs-in-2024\/\" target=\"_blank\" rel=\"noopener\">Learn all the basics of&nbsp;data science&nbsp;(value<\/a> $10k+)<\/li>\n\n\n\n<li>Get premium mentoring (value at $1k\/hour)<\/li>\n\n\n\n<li><strong><em>We apply to jobs for you and we help you land a job, by preparing you for interviews (value at $50k+ per year)<\/em><\/strong><\/li>\n\n\n\n<li><strong><em>We provide a satisfaction guarantee!<\/em><\/strong><\/li>\n<\/ul>\n\n\n\n<p>If you want to learn more book a&nbsp;<a rel=\"nofollow\" href=\"https:\/\/calendly.com\/beyond-machine\">call with my team&nbsp;<\/a>now or&nbsp;<a href=\"https:\/\/thedatascientist.com\/contact-dr-kampakis\/\">get in touch<\/a>.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Learning about data science With the increasing popularity of&nbsp;data science, there are now countless online tutorials on&nbsp;machine learning,&nbsp;data science&nbsp;and&nbsp;statistics,&nbsp;Python&nbsp;and&nbsp;R. Most of these tutorials follow the same pattern: learn some basic commands, go through a simple use case, apply some algorithms and discuss the results, which raises the question \u201cwhat is the best way to learn&hellip;&nbsp;<a href=\"https:\/\/thedatascientist.com\/best-way-learn-data-science\/\" class=\"\" rel=\"bookmark\">Read More &raquo;<span class=\"screen-reader-text\">What is the best way to learn data science?<\/span><\/a><\/p>\n","protected":false},"author":7,"featured_media":16011,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","_ti_tpc_template_sync":false,"_ti_tpc_template_id":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","_wpscppro_custom_social_share_image":0,"_facebook_share_type":"","_twitter_share_type":"","_linkedin_share_type":"","_pinterest_share_type":"","_linkedin_share_type_page":"","_selected_social_profile":[]},"categories":[4,5],"tags":[53],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.0 (Yoast SEO v22.5) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What is the best way to learn data science? - The Data Scientist<\/title>\n<meta name=\"description\" content=\"With the increasing popularity of data science, there are now countless online tutorials on the subject. 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