{"id":134081,"date":"2021-10-20T04:55:24","date_gmt":"2021-10-20T08:55:24","guid":{"rendered":"https:\/\/www.kdnuggets.com\/?p=134081"},"modified":"2021-10-19T17:24:08","modified_gmt":"2021-10-19T21:24:08","slug":"kdnuggets-news-21n40-oct-20-the-20-python-packages-you-need-for-machine-learning-and-data-science-ace-data-science-interviews-with-portfolio-projects","status":"publish","type":"post","link":"https:\/\/www.kdnuggets.com\/2021\/n40.html","title":{"rendered":"KDnuggets&trade; News 21:n40, Oct 20: The 20 Python Packages You Need For Machine Learning and Data Science; Ace Data Science Interviews with Portfolio Projects"},"content":{"rendered":"<center><a href=\"#feat\">Features<\/a>&nbsp;|&nbsp;<a href=\"#prod\">Products<\/a>&nbsp;|&nbsp;<a href=\"#tuto\">Tutorials<\/a>&nbsp;|&nbsp;<a href=\"#opin\">Opinions<\/a>&nbsp;|&nbsp;<a href=\"#tops\">Tops<\/a>&nbsp;|&nbsp;<a href=\"#jobs\">Jobs<\/a>&nbsp;|&nbsp;<a href=\"https:\/\/www.kdnuggets.com\/news\/submissions.html\">Submit a blog<\/a>&nbsp;|&nbsp;<a href=\"#imag\">Image of the week<\/a><\/center>\r\n<br><div style=\"float:center; width:90%; margin: auto; padding:2px; border:none;\">This week on KDnuggets: The 20 Python Packages You Need For Machine Learning and Data Science; How to Ace Data Science Interview by Working on Portfolio Projects; Deploying Your First Machine Learning API; Real Time Image Segmentation Using 5 Lines of Code; What is Clustering and How Does it Work?; and much, much more.<br><br>Please consider <a href=\"https:\/\/www.kdnuggets.com\/news\/submissions.html\"><b>submitting<\/b><\/a> an original blog to KDnuggets!<\/div>\r\n<br\/>&nbsp;<a name=\"feat\"><\/a><font size=\"+1\">Features<\/font>\r\n<ul class=\"three_ul\">\r\n <li><a href=\"\/2021\/10\/20-python-packages.html\"><b>The 20 Python Packages You Need For Machine Learning and Data Science<\/b><\/a>, by Sandro Luck\r\n <li><a href=\"\/2021\/10\/ace-data-science-interview-portfolio-projects.html\"><b><img decoding=\"async\" src=\"https:\/\/www.kdnuggets.com\/images\/tkb-2110-s.png\" width=96 alt=\"Silver Blog\" align=\"right\">How to Ace Data Science Interview by Working on Portfolio Projects<\/b><\/a>, by Abid Ali Awan\r\n <li><a href=\"\/2021\/10\/deploying-first-machine-learning-api.html\"><b><img decoding=\"async\" src=\"https:\/\/www.kdnuggets.com\/images\/tkb-2110-s.png\" width=96 alt=\"Silver Blog\" align=\"right\">Deploying Your First Machine Learning API<\/b><\/a>, by Abid Ali Awan\r\n <li><a href=\"\/2021\/10\/real-time-image-segmentation-5-lines-code.html\"><b>Real Time Image Segmentation Using 5 Lines of Code<\/b><\/a>, by Ayoola Olafenwa\r\n <li><a href=\"\/2021\/10\/clustering-what-is-how-works.html\"><b>What is Clustering and How Does it Work?<\/b><\/a>, by Satoru Hayasaka\r\n<\/ul>\r\n<br\/>&nbsp;<a name=\"prod\"><\/a><font size=\"+1\">Products, Services<\/font>\r\n<ul class=\"three_ul\">\r\n <li><a href=\"\/2021\/10\/burtchworks-data-engineer-salary-report.html\"><b>2021 Data Engineer Salary Report Shares Insights on a Swiftly Evolving Market<\/b><\/a>, by Burtch Works\r\n <li><a href=\"\/2021\/10\/northwestern-learn-from-data-science-experts.html\"><b>Learn from Northwestern Data Science experts<\/b><\/a>, by Northwestern\r\n <li><a href=\"\/2021\/10\/posthog-hasura-improved-conversion-rates.html\"><b>How Hasura Improved Conversion Rates By 20% With PostHog<\/b><\/a>, by PostHog\r\n <li><a href=\"\/2021\/10\/roidna-aws-webinar-customer-centric-strategy.html\"><b>Amazon Web Services Webinar: Leverage data sets to create a customer-centric strategy and improve business outcomes<\/b><\/a>, by Roidna\r\n <li><a href=\"\/2021\/10\/ontotext-knowledge-graph-forum.html\"><b>Knowledge Graph Forum: Technology Ecosystem and Business Applications<\/b><\/a>, by Ontotext\r\n<\/ul>\r\n<br\/>&nbsp;<a name=\"tuto\"><\/a><font size=\"+1\">Tutorials, Overviews<\/font>\r\n<ul class=\"three_ul\">\r\n <li><a href=\"\/2021\/10\/building-multimodal-models-widedeep-pytorch-package.html\"><b>Building Multimodal Models: Using the widedeep Pytorch package<\/b><\/a>, by Rajiv Shah\r\n <li><a href=\"\/2021\/10\/samsung-computing-paradigm-ai-in-memory.html\"><b>New Computing Paradigm for AI: Processing-in-Memory (PIM) Architecture<\/b><\/a>, by Nam Sung Kim\r\n <li><a href=\"\/2021\/10\/calculate-confidence-intervals-performance-metrics-machine-learning.html\"><b>How to calculate confidence intervals for performance metrics in Machine Learning using an automatic bootstrap method<\/b><\/a>, by David B Rosen (PhD)\r\n <li><a href=\"\/2021\/10\/11-most-practical-data-science-skills-2022.html\"><b>11 Most Practical Data Science Skills for 2022<\/b><\/a>, by Terence Shin\r\n <li><a href=\"\/2021\/10\/serving-ml-models-production-common-patterns.html\"><b>Serving ML Models in Production: Common Patterns<\/b><\/a>, by Mo, Oakes & Galarnyk\r\n <li><a href=\"\/2021\/10\/interactive-dashboard-three-steps-knime-analytics-platform.html\"><b>How to Create an Interactive Dashboard in Three Steps with KNIME Analytics Platform<\/b><\/a>, by Emilio Silvestri\r\n<\/ul>\r\n<br\/>&nbsp;<a name=\"opin\"><\/a><font size=\"+1\">Opinions<\/font>\r\n<ul class=\"three_ul\">\r\n <li><a href=\"\/2021\/10\/avoid-five-behaviors-data-novice.html\"><b>Avoid These Five Behaviors That Make You Look Like A Data Novice<\/b><\/a>, by Tessa Xie\r\n <li><a href=\"\/2021\/10\/obsession-algorithms-broke-computer-vision.html\"><b>How our Obsession with Algorithms Broke Computer Vision: And how Synthetic Computer Vision can fix it<\/b><\/a>, by Paul Pop\r\n <li><a href=\"\/2021\/10\/job-replaced-machine.html\"><b>Will Your Job be Replaced by a Machine?<\/b><\/a>, by Martin Perry\r\n <li><a href=\"\/2021\/10\/data-professionals-impress-busy.html\"><b>How Data Professionals Can Impress Even When Busy<\/b><\/a>, by Devin Partida\r\n<\/ul>\r\n<br\/>&nbsp;<a name=\"tops\"><\/a><font size=\"+1\">Top Stories<\/font>\r\n<ul class=\"three_ul\">\r\n <li><a href=\"\/2021\/10\/top-news-week-1011-1017.html\"><b>Top Stories, Oct 11-17: Query Your Pandas DataFrames with SQL<\/b><\/a>, by KDnuggets\r\n <li><a href=\"\/2021\/10\/top-blogs-rewards-sep.html\"><b>KDnuggets Top Blogs Rewards for September 2021<\/b><\/a>, by Gregory Piatetsky\r\n<\/ul>\r\n<br>&nbsp;<a name=\"jobs\"><\/a><font size=\"+1\">Jobs<\/font>\r\n<ul class=\"three_ul\">\r\n <li>See our recent <a href=\"\/jobs\/index.html\">jobs in AI, Analytics, Data Science, Machine Learning<\/a>\r\n <li>You can post a free short entry on KDnuggets jobs page for an industry or academic job related to AI, Big Data, Data Science, or Machine Learning, email - see details at <a href=\"\/jobs\/index.html\">kdnuggets.com\/jobs<\/a><\/ul>\r\n<br>&nbsp;<a name=\"imag\"><\/a><font size=\"+1\">Image of the week<\/font>\r\n<blockquote>\r\n<a href='https:\/\/www.kdnuggets.com\/2021\/10\/real-time-image-segmentation-5-lines-code.html'><img src='https:\/\/www.kdnuggets.com\/wp-content\/uploads\/olafenwa-realtime-image-segmentation-5.jpg' width='90%' alt='Real Time Image Segmentation Using 5 Lines of Code'><br>From Real Time Image Segmentation Using 5 Lines of Code<\/a>\r\n<\/blockquote>","protected":false},"excerpt":{"rendered":"The 20 Python Packages You Need For Machine Learning and Data Science; How to Ace Data Science Interview by Working on Portfolio Projects; Deploying Your First Machine Learning API; Real Time Image Segmentation Using 5 Lines of Code; What is Clustering and How Does it Work?","protected":false},"author":89,"featured_media":133968,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","_seopress_robots_follow":"","_seopress_robots_imageindex":"","_seopress_robots_snippet":"","_seopress_robots_primary_cat":"none","_seopress_robots_breadcrumbs":"","_seopress_robots_freeze_modified_date":"","_seopress_robots_custom_modified_date":"","_seopress_robots_canonical":"","_seopress_social_fb_title":"","_seopress_social_fb_desc":"","_seopress_social_fb_img":"","_seopress_social_fb_img_attachment_id":0,"_seopress_social_fb_img_width":0,"_seopress_social_fb_img_height":0,"_seopress_social_twitter_title":"","_seopress_social_twitter_desc":"","_seopress_social_twitter_img":"","_seopress_social_twitter_img_attachment_id":0,"_seopress_social_twitter_img_width":0,"_seopress_social_twitter_img_height":0,"_seopress_redirections_value":"","_seopress_redirections_enabled":"","_seopress_redirections_enabled_regex":"","_seopress_redirections_logged_status":"","_seopress_redirections_param":"","_seopress_redirections_type":301,"_seopress_analysis_target_kw":"","inline_featured_image":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"mc4wp_mailchimp_campaign":[],"footnotes":"","_links_to":"","_links_to_target":""},"categories":[5286],"tags":[438,2728,166,1533,770,197,3724,203],"class_list":["post-134081","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kdnuggets-originals","tag-clustering","tag-computer-vision","tag-data-science","tag-image-recognition","tag-interview","tag-machine-learning","tag-portfolio","tag-python"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.kdnuggets.com\/wp-json\/wp\/v2\/posts\/134081","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdnuggets.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdnuggets.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdnuggets.com\/wp-json\/wp\/v2\/users\/89"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdnuggets.com\/wp-json\/wp\/v2\/comments?post=134081"}],"version-history":[{"count":0,"href":"https:\/\/www.kdnuggets.com\/wp-json\/wp\/v2\/posts\/134081\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdnuggets.com\/wp-json\/wp\/v2\/media\/133968"}],"wp:attachment":[{"href":"https:\/\/www.kdnuggets.com\/wp-json\/wp\/v2\/media?parent=134081"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdnuggets.com\/wp-json\/wp\/v2\/categories?post=134081"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdnuggets.com\/wp-json\/wp\/v2\/tags?post=134081"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}