{"id":6155,"date":"2020-07-14T15:08:00","date_gmt":"2020-07-14T22:08:00","guid":{"rendered":"https:\/\/careerkarma.com\/blog\/?p=6155"},"modified":"2023-08-12T05:42:07","modified_gmt":"2023-08-12T12:42:07","slug":"data-science-projects-for-beginners","status":"publish","type":"post","link":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/","title":{"rendered":"Data Science Projects for Beginners"},"content":{"rendered":"\n<p>If you haven\u2019t heard of data science by now, I hope you\u2019ll tell me who sold you your isolated wilderness cabin so I can get one too. Data science, and related fields like big data and machine learning, are such<a href=\"https:\/\/careerkarma.com\/blog\/best-tech-jobs\/\"> popular fields<\/a> at the moment that companies are scrambling to get their hands on people with the relevant skills.&nbsp;<br><\/p>\n\n\n\n<p>There are lots of ways you can get into data science. You can learn on your own, go to a data science bootcamp, or go to a traditional college. <a href=\"https:\/\/careerkarma.com\/blog\/coding-bootcamp-final-project-ideas\/\">Bootcamp projects<\/a> are designed to help you gain hands-on skills quickly. <br><\/p>\n\n\n\n<p>Whichever route you choose, I\u2019d recommend you cut your teeth doing some simple beginner data science projects as you develop your skills while using various <a href=\"https:\/\/careerkarma.com\/blog\/best-programming-languages-for-data-science\/\">data science programming languages<\/a>. This way you\u2019ll begin building an understanding of the material and learning to troubleshoot the inevitable problems that emerge. <br><\/p>\n\n\n\n<p>Learning Python is a great way to get into data science, as there&#8217;s tons of fun beginner python projects out there. Enrolling in an online coding bootcamp or web development bootcamp is a great way to build the skills expected in a professional data scientist. In the <a href=\"https:\/\/careerkarma.com\/rankings\/best-coding-bootcamps\/\">best coding bootcamps<\/a>, students learn web design, data visualization and coding skills. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-get-your-start-with-these-data-science-project-ideas\"><strong>Get Your Start with These Data Science Project Ideas&nbsp;<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"1000\" height=\"750\" src=\"https:\/\/careerkarma.com\/blog\/wp-content\/uploads\/2019\/09\/photo-1416339684178-3a239570f315-1.jpg\" alt=\"\" class=\"wp-image-6157\"\/><figcaption>You can\u2019t beat project-based learning for data science.&nbsp;<\/figcaption><\/figure>\n\n\n\n<p>There is an unlimited number of things you could put on a list like this one. I tried to limit myself to truly basic tasks which don\u2019t overlap with machine learning (no regressors or classifiers).&nbsp;<br><\/p>\n\n\n\n<p>Below are some basic data science projects, with links to relevant datasets. I\u2019ve assumed that you have a basic familiarity with the command line and at least one data science package, like Pandas.&nbsp;<br><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>Data Gathering<\/strong> &#8211; This project could be one of the simplest or one of the most complicated parts of the data science pipeline. Since this is an article for beginners, I\u2019m going to recommend that you do something relatively straightforward. Head over to <a href=\"https:\/\/www.kaggle.com\/datasets\" target=\"_blank\" rel=\"noopener\" rel=\"nofollow\">Kaggle\/datasets<\/a> or some other place with many available datasets, download one, and load it into your environment.\u00a0<\/li><li><strong>Data<\/strong> <strong>Cleaning<\/strong> &#8211; What you need to learn to do here is get a dataset, discover its flaws, and correct them. The simplest datasets I could find were two excel spreadsheets (<a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1oJBaH2x369leRtL19HD8n1oZlGqwK9Yz9b14ppUEhXg\/edit#gid=439114268\" target=\"_blank\" rel=\"noopener\" rel=\"nofollow\">here<\/a> and <a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/12NoKe86tCH3OZTeqxRNCwRQ5u1ygbfXwXYnqgC6gfwo\/edit#gid=420693080\" target=\"_blank\" rel=\"noopener\" rel=\"nofollow\">here<\/a>) containing data on children\u2019s gifted and talented scores, reported by their parents. You\u2019ll need to learn how to load in Excel files, fill in missing data, handle inconsistent formatting, and all the other things that make data cleaning so notoriously amusing.\u00a0<\/li><li><strong>Exploratory<\/strong> <strong>Data Analysis<\/strong> &#8211; Take a dataset from the previous two steps or one of your own choosing and explore it. This will require understanding how large the dataset is, whether it contains missing values, and what data types are represented (i.e. the number 19 could come through as text or an integer). You will also have to do some simple plotting to get a feel for any patterns that may exist.\u00a0<\/li><li><strong>Statistical<\/strong> <strong>Analysis<\/strong> &#8211; Finally, do some actual data science! It doesn\u2019t take long for statistical analysis to get pretty complicated, and what analysis is possible depends on the dataset you\u2019re using. You can always start by figuring out the mean, median, and quartile values of whatever data you have. Calculating z-scores and identifying values that are several standard deviations above the mean is a great next step.\u00a0<\/li><\/ul>\n\n\n\n<p>It can be tough to know how to even begin something as ambitious as learning data science. But with these project ideas, you\u2019ll be well prepared to start learning and testing your skills as you progress.&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"If you haven\u2019t heard of data science by now, I hope you\u2019ll tell me who sold you your isolated wilderness cabin so I can get one too. Data science, and related fields like big data and machine learning, are such popular fields at the moment that companies are scrambling to get their hands on people&hellip;","protected":false},"author":35,"featured_media":6156,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[18071],"tags":[],"class_list":{"0":"post-6155","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-data-science-skills"},"acf":{"post_sub_title":"","sprint_id":"","query_class":"Data Science","school_sft":"","parent_sft":"","school_privacy_policy":"","has_review":"","is_sponser_post":"","is_guest_post":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Data Science Projects for Beginners | Career Karma<\/title>\n<meta name=\"description\" content=\"Data science is one of the most promising career paths today. Here are some projects to get you started.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Science Projects for Beginners\" \/>\n<meta property=\"og:description\" content=\"Data science is one of the most promising career paths today. Here are some projects to get you started.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/\" \/>\n<meta property=\"og:site_name\" content=\"Career Karma\" \/>\n<meta property=\"article:publisher\" content=\"http:\/\/facebook.com\/careerkarmaapp\" \/>\n<meta property=\"article:published_time\" content=\"2020-07-14T22:08:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-08-12T12:42:07+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/careerkarma.com\/blog\/wp-content\/uploads\/2019\/09\/photo-1461896836934-ffe607ba8211.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"667\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Trent Fowler\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@career_karma\" \/>\n<meta name=\"twitter:site\" content=\"@career_karma\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Trent Fowler\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-projects-for-beginners\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-projects-for-beginners\\\/\"},\"author\":{\"name\":\"Trent Fowler\",\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/#\\\/schema\\\/person\\\/768fb9a38d2c1b146588954736f79aba\"},\"headline\":\"Data Science Projects for Beginners\",\"datePublished\":\"2020-07-14T22:08:00+00:00\",\"dateModified\":\"2023-08-12T12:42:07+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-projects-for-beginners\\\/\"},\"wordCount\":627,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-projects-for-beginners\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/09\\\/photo-1461896836934-ffe607ba8211.jpg\",\"articleSection\":[\"Data Science\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-projects-for-beginners\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-projects-for-beginners\\\/\",\"url\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-projects-for-beginners\\\/\",\"name\":\"Data Science Projects for Beginners | Career Karma\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-projects-for-beginners\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-projects-for-beginners\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/09\\\/photo-1461896836934-ffe607ba8211.jpg\",\"datePublished\":\"2020-07-14T22:08:00+00:00\",\"dateModified\":\"2023-08-12T12:42:07+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/#\\\/schema\\\/person\\\/768fb9a38d2c1b146588954736f79aba\"},\"description\":\"Data science is one of the most promising career paths today. Here are some projects to get you started.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-projects-for-beginners\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-projects-for-beginners\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-projects-for-beginners\\\/#primaryimage\",\"url\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/09\\\/photo-1461896836934-ffe607ba8211.jpg\",\"contentUrl\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/09\\\/photo-1461896836934-ffe607ba8211.jpg\",\"width\":1000,\"height\":667},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-projects-for-beginners\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Blog\",\"item\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Data Science\",\"item\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/data-science-skills\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Data Science Projects for Beginners\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/\",\"name\":\"Career Karma\",\"description\":\"Latest Coding Bootcamp News &amp; Career Hacks from Industry Insiders\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/#\\\/schema\\\/person\\\/768fb9a38d2c1b146588954736f79aba\",\"name\":\"Trent Fowler\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/11\\\/Screen-Shot-2019-11-16-at-3.07.12-PM.png\",\"url\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/11\\\/Screen-Shot-2019-11-16-at-3.07.12-PM.png\",\"contentUrl\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/wp-content\\\/uploads\\\/2019\\\/11\\\/Screen-Shot-2019-11-16-at-3.07.12-PM.png\",\"caption\":\"Trent Fowler\"},\"description\":\"Trent Fowler is a data scientist and writer with an interest in machine learning, blockchain technologies, and futurism.\",\"url\":\"https:\\\/\\\/careerkarma.com\\\/blog\\\/author\\\/trent-fowler\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Data Science Projects for Beginners | Career Karma","description":"Data science is one of the most promising career paths today. Here are some projects to get you started.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/","og_locale":"en_US","og_type":"article","og_title":"Data Science Projects for Beginners","og_description":"Data science is one of the most promising career paths today. Here are some projects to get you started.","og_url":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/","og_site_name":"Career Karma","article_publisher":"http:\/\/facebook.com\/careerkarmaapp","article_published_time":"2020-07-14T22:08:00+00:00","article_modified_time":"2023-08-12T12:42:07+00:00","og_image":[{"width":1000,"height":667,"url":"https:\/\/careerkarma.com\/blog\/wp-content\/uploads\/2019\/09\/photo-1461896836934-ffe607ba8211.jpg","type":"image\/jpeg"}],"author":"Trent Fowler","twitter_card":"summary_large_image","twitter_creator":"@career_karma","twitter_site":"@career_karma","twitter_misc":{"Written by":"Trent Fowler","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/#article","isPartOf":{"@id":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/"},"author":{"name":"Trent Fowler","@id":"https:\/\/careerkarma.com\/blog\/#\/schema\/person\/768fb9a38d2c1b146588954736f79aba"},"headline":"Data Science Projects for Beginners","datePublished":"2020-07-14T22:08:00+00:00","dateModified":"2023-08-12T12:42:07+00:00","mainEntityOfPage":{"@id":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/"},"wordCount":627,"commentCount":0,"image":{"@id":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/#primaryimage"},"thumbnailUrl":"https:\/\/careerkarma.com\/blog\/wp-content\/uploads\/2019\/09\/photo-1461896836934-ffe607ba8211.jpg","articleSection":["Data Science"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/","url":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/","name":"Data Science Projects for Beginners | Career Karma","isPartOf":{"@id":"https:\/\/careerkarma.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/#primaryimage"},"image":{"@id":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/#primaryimage"},"thumbnailUrl":"https:\/\/careerkarma.com\/blog\/wp-content\/uploads\/2019\/09\/photo-1461896836934-ffe607ba8211.jpg","datePublished":"2020-07-14T22:08:00+00:00","dateModified":"2023-08-12T12:42:07+00:00","author":{"@id":"https:\/\/careerkarma.com\/blog\/#\/schema\/person\/768fb9a38d2c1b146588954736f79aba"},"description":"Data science is one of the most promising career paths today. Here are some projects to get you started.","breadcrumb":{"@id":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/#primaryimage","url":"https:\/\/careerkarma.com\/blog\/wp-content\/uploads\/2019\/09\/photo-1461896836934-ffe607ba8211.jpg","contentUrl":"https:\/\/careerkarma.com\/blog\/wp-content\/uploads\/2019\/09\/photo-1461896836934-ffe607ba8211.jpg","width":1000,"height":667},{"@type":"BreadcrumbList","@id":"https:\/\/careerkarma.com\/blog\/data-science-projects-for-beginners\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Blog","item":"https:\/\/careerkarma.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Data Science","item":"https:\/\/careerkarma.com\/blog\/data-science-skills\/"},{"@type":"ListItem","position":3,"name":"Data Science Projects for Beginners"}]},{"@type":"WebSite","@id":"https:\/\/careerkarma.com\/blog\/#website","url":"https:\/\/careerkarma.com\/blog\/","name":"Career Karma","description":"Latest Coding Bootcamp News &amp; Career Hacks from Industry Insiders","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/careerkarma.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/careerkarma.com\/blog\/#\/schema\/person\/768fb9a38d2c1b146588954736f79aba","name":"Trent Fowler","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/careerkarma.com\/blog\/wp-content\/uploads\/2019\/11\/Screen-Shot-2019-11-16-at-3.07.12-PM.png","url":"https:\/\/careerkarma.com\/blog\/wp-content\/uploads\/2019\/11\/Screen-Shot-2019-11-16-at-3.07.12-PM.png","contentUrl":"https:\/\/careerkarma.com\/blog\/wp-content\/uploads\/2019\/11\/Screen-Shot-2019-11-16-at-3.07.12-PM.png","caption":"Trent Fowler"},"description":"Trent Fowler is a data scientist and writer with an interest in machine learning, blockchain technologies, and futurism.","url":"https:\/\/careerkarma.com\/blog\/author\/trent-fowler\/"}]}},"_links":{"self":[{"href":"https:\/\/careerkarma.com\/blog\/wp-json\/wp\/v2\/posts\/6155","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/careerkarma.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/careerkarma.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/careerkarma.com\/blog\/wp-json\/wp\/v2\/users\/35"}],"replies":[{"embeddable":true,"href":"https:\/\/careerkarma.com\/blog\/wp-json\/wp\/v2\/comments?post=6155"}],"version-history":[{"count":0,"href":"https:\/\/careerkarma.com\/blog\/wp-json\/wp\/v2\/posts\/6155\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/careerkarma.com\/blog\/wp-json\/wp\/v2\/media\/6156"}],"wp:attachment":[{"href":"https:\/\/careerkarma.com\/blog\/wp-json\/wp\/v2\/media?parent=6155"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/careerkarma.com\/blog\/wp-json\/wp\/v2\/categories?post=6155"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/careerkarma.com\/blog\/wp-json\/wp\/v2\/tags?post=6155"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}