{"id":3375,"date":"2026-08-10T09:04:23","date_gmt":"2026-08-10T09:04:23","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/udemy-data-science-and-machine-learning-in-python-linear-models-2022-11\/"},"modified":"2026-08-10T09:04:23","modified_gmt":"2026-08-10T09:04:23","slug":"udemy-data-science-and-machine-learning-in-python-linear-models-2022-11","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/udemy-data-science-and-machine-learning-in-python-linear-models-2022-11\/","title":{"rendered":"Udemy \u2013 Data Science and Machine Learning in Python: Linear models 2022-11"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2><span style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<p data-sourcepos=\"5:1-5:10\"><span style=\"vertical-align: inherit\">Course Data Science and Machine Learning in Python: Linear models. Companies face a problem: they collect and store massive amounts of data every day. The problem is that they do not have the necessary tools and ability to extract knowledge and make decisions from this data. But this situation is changing. The demand for data scientists has increased exponentially in the last few years. The demand is so high that there are not enough people with these skills to fill all the positions. With a simple search on job sites like Indeed, you\u2019ll see why salaries for data scientists have risen significantly in recent years.<\/span><\/p>\n<p data-sourcepos=\"9:1-9:270\"><span style=\"vertical-align: inherit\">Almost all courses on the market are either too theoretical or too practical. College courses typically don\u2019t build the skills necessary to solve data science problems from scratch, nor do they teach you how to use the necessary software fluently. On the other hand, many online courses and bootcamps teach you how to use these techniques without having a deep understanding of them and skimming through the theory.<\/span><\/p>\n<p data-sourcepos=\"11:1-11:436\"><span style=\"vertical-align: inherit\">This course combines the best of both methods. On the one hand, we look at the origin of these methods and why they are used and understand why they work the way they do. Alternatively, we program these methods from scratch using the most popular data science and machine learning libraries in Python. Only when you understand exactly how each algorithm works will we learn how to use them with advanced Python libraries.<\/span><\/p>\n<h3 class=\"\" data-sourcepos=\"13:1-13:16\"><span style=\"vertical-align: inherit\">course content<\/span><\/h3>\n<ul data-sourcepos=\"15:1-17:22\">\n<li data-sourcepos=\"15:1-15:39\"><span style=\"vertical-align: inherit\">An introduction to machine learning and data science<\/span><\/li>\n<li data-sourcepos=\"16:1-16:84\"><span style=\"vertical-align: inherit\">Simple Linear Regression: We learn how to study the relationship between different phenomena.<\/span><\/li>\n<li data-sourcepos=\"17:1-17:22\"><span style=\"vertical-align: inherit\">Multiple linear regression: We create models with more than one variable to study the behavior of a desired variable.<\/span><\/li>\n<li data-sourcepos=\"18:1-18:91\"><span style=\"vertical-align: inherit\">Lasso Regression: An advanced version of multiple linear regression with the ability to filter out the most useful variables<\/span><\/li>\n<li data-sourcepos=\"19:1-19:52\"><span style=\"vertical-align: inherit\">Ridge regression: A more robust version of multiple linear regression<\/span><\/li>\n<li data-sourcepos=\"20:1-20:155\"><span style=\"vertical-align: inherit\">Logistic regression: the most popular classification and diagnosis algorithm. This algorithm allows us to study the relationship between different variables and certain classes of objects.<\/span><\/li>\n<li data-sourcepos=\"21:1-21:122\"><span style=\"vertical-align: inherit\">Poisson Regression: An algorithm that allows us to see how several variables affect the number of times an event occurs.<\/span><\/li>\n<li data-sourcepos=\"22:1-23:0\"><span style=\"vertical-align: inherit\">Key concepts in data science (overfitting vs. underfitting, data validation, variable preparation, etc.)<\/span><\/li>\n<\/ul>\n<h3 data-sourcepos=\"29:1-29:36\"><span style=\"vertical-align: inherit\">What you will learn in the course:<\/span><\/h3>\n<ul data-sourcepos=\"31:1-37:0\">\n<li data-sourcepos=\"31:1-31:106\"><span style=\"vertical-align: inherit\">Implementing all our models from scratch, step by step. You will learn all their theoretical and practical details.<\/span><\/li>\n<li data-sourcepos=\"32:1-32:54\"><span style=\"vertical-align: inherit\">A fundamental understanding of the most popular machine learning algorithms<\/span><\/li>\n<li data-sourcepos=\"33:1-33:100\"><span style=\"vertical-align: inherit\">Mastery of the main machine learning libraries in Python: scikit-learn, numpy, pandas, matplotlib, etc.<\/span><\/li>\n<li data-sourcepos=\"34:1-34:70\"><span style=\"vertical-align: inherit\">Understanding the data science workflow and how to solve a forecasting problem from start to finish<\/span><\/li>\n<li data-sourcepos=\"35:1-37:0\"><span style=\"vertical-align: inherit\">Diagnosing and solving problems in our models. You will be the person your colleagues come to when their models fail.<\/span><\/li>\n<\/ul>\n<h3 data-sourcepos=\"38:1-38:33\"><span style=\"vertical-align: inherit\">Who is this course suitable for?<\/span><\/h3>\n<ul data-sourcepos=\"40:1-42:90\">\n<li data-sourcepos=\"40:1-40:84\"><span style=\"vertical-align: inherit\">Students who are interested in finding a job in data science \/ machine learning.<\/span><\/li>\n<li data-sourcepos=\"41:1-41:99\"><span style=\"vertical-align: inherit\">Professionals who want to apply predictive modeling to solve their toughest business problems.<\/span><\/li>\n<li data-sourcepos=\"42:1-42:90\"><span style=\"vertical-align: inherit\">Machine learning practitioners who want a deep understanding of how their algorithms work.<\/span><\/li>\n<\/ul>\n<h3><span style=\"vertical-align: inherit\">Data Science and Machine Learning in Python: Linear models<\/span><\/h3>\n<ul>\n<li><span style=\"vertical-align: inherit\">Publisher:&nbsp; <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.udemy.com\/course\/data-science-ml-python\/?couponCode=LEADERSALE24B\" target=\"_blank\"><span style=\"vertical-align: inherit\">Udemy<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Instructor: <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/escape-velocity-labs\/\"><span style=\"vertical-align: inherit\">Escape Velocity Labs<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Training level: beginner to advanced<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Training duration: 12 hours and 12 minutes<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Number of courses: 135<\/span><\/li>\n<\/ul>\n<h3><span style=\"vertical-align: inherit\">Course topics on 1\/2024<\/span><\/h3>\n<h2>&nbsp;<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-903115 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2024\/05\/Data-Science-and-Machine-Learning-in-Python-Linear-models-2.jpg\" alt=\"Data Science and Machine Learning in Python: Linear models\" width=\"805\" height=\"591\"><\/h2>\n<h3><span style=\"vertical-align: inherit\">Prerequisites for Data Science and Machine Learning in Python: Linear models<\/span><\/h3>\n<ul>\n<li dir=\"ltr\" style=\"text-align: left\">Basic knowledge of python (variables, loops, classes, etc)<\/li>\n<li dir=\"ltr\" style=\"text-align: left\">Experience with pandas and visualization tools helps, but is not required.<\/li>\n<\/ul>\n<h3><span style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<h2><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-903113 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2024\/05\/Data-Science-and-Machine-Learning-in-Python-Linear-models.jpg\" alt=\"Data Science and Machine Learning in Python: Linear models\" width=\"834\" height=\"359\"><\/h2>\n<h3><span style=\"vertical-align: inherit\">Sample video of the course<\/span><\/h3>\n<div style=\"width: 640px;\" class=\"wp-video\"><span class=\"mejs-offscreen\">Video Player<\/span><\/p>\n<div id=\"mep_0\" class=\"mejs-container mejs-container-keyboard-inactive wp-video-shortcode mejs-video\" tabindex=\"0\" role=\"application\" aria-label=\"Video Player\" style=\"width: 640px; height: 360px; min-width: 217px;\">\n<div class=\"mejs-inner\">\n<div class=\"mejs-mediaelement\"><mediaelementwrapper id=\"video-126655-1\"><video class=\"wp-video-shortcode\" id=\"video-126655-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Data_Science_and_Machine_Learning_in_Python_Linear_models_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Data_Science_and_Machine_Learning_in_Python_Linear_models_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Data_Science_and_Machine_Learning_in_Python_Linear_models_Downloadly.ir.mp4?nocache=1786098343883\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Data_Science_and_Machine_Learning_in_Python_Linear_models_Downloadly.ir.mp4<\/a><\/video><\/mediaelementwrapper><\/div>\n<div class=\"mejs-layers\">\n<div class=\"mejs-poster mejs-layer\" style=\"display: none; width: 100%; height: 100%;\"><\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-loading\"><span class=\"mejs-overlay-loading-bg-img\"><\/span><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-error\"><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer mejs-overlay-play\" style=\"width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-button\" role=\"button\" tabindex=\"0\" aria-label=\"Play\" aria-pressed=\"false\"><\/div>\n<\/div>\n<\/div>\n<div class=\"mejs-controls\">\n<div class=\"mejs-button mejs-playpause-button mejs-play\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Play\" aria-label=\"Play\" tabindex=\"0\"><\/button><\/div>\n<div class=\"mejs-time mejs-currenttime-container\" role=\"timer\" aria-live=\"off\"><span class=\"mejs-currenttime\">00:00<\/span><\/div>\n<div class=\"mejs-time-rail\"><span class=\"mejs-time-total mejs-time-slider\" role=\"slider\" tabindex=\"0\" aria-label=\"Time Slider\" aria-valuemin=\"0\" aria-valuemax=\"0\" aria-valuenow=\"0\" aria-valuetext=\"00:00\"><span class=\"mejs-time-buffering\" style=\"display: none;\"><\/span><span class=\"mejs-time-loaded\"><\/span><span class=\"mejs-time-current\"><\/span><span class=\"mejs-time-hovered no-hover\"><\/span><span class=\"mejs-time-handle\"><span class=\"mejs-time-handle-content\"><\/span><\/span><span class=\"mejs-time-float\"><span class=\"mejs-time-float-current\">00:00<\/span><span class=\"mejs-time-float-corner\"><\/span><\/span><\/span><\/div>\n<div class=\"mejs-time mejs-duration-container\"><span class=\"mejs-duration\">00:00<\/span><\/div>\n<div class=\"mejs-button mejs-volume-button mejs-mute\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Mute\" aria-label=\"Mute\" tabindex=\"0\"><\/button><a href=\"javascript:void(0);\" class=\"mejs-volume-slider\" aria-label=\"Volume Slider\" aria-valuemin=\"0\" aria-valuemax=\"100\" role=\"slider\" aria-orientation=\"vertical\"><span class=\"mejs-offscreen\">Use Up\/Down Arrow keys to increase or decrease volume.<\/span><\/p>\n<div class=\"mejs-volume-total\">\n<div class=\"mejs-volume-current\" style=\"bottom: 0px; height: 100%;\"><\/div>\n<div class=\"mejs-volume-handle\" style=\"bottom: 100%; margin-bottom: -3px;\"><\/div>\n<\/div>\n<p><\/a><\/div>\n<div class=\"mejs-button mejs-fullscreen-button\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Fullscreen\" aria-label=\"Fullscreen\" tabindex=\"0\"><\/button><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div>\n<h3><span style=\"vertical-align: inherit\">Installation guide<\/span><\/h3>\n<p><span style=\"vertical-align: inherit\">After Extract, view with your favorite Player.<\/span><\/p>\n<p><span style=\"vertical-align: inherit\">English subtitle<\/span><\/p>\n<p><span style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<\/div>\n<h3><span style=\"vertical-align: inherit\">download link<\/span><\/h3>\n<p><a href=\"https:\/\/dl3.downloadly.ir\/Files\/Elearning\/Udemy_Data_Science_and_Machine_Learning_in_Python_Linear_models_2022-11.part1_Downloadly.ir.rar?nocache=1786098335\"><span style=\"vertical-align: inherit\">Download part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p><a href=\"https:\/\/dl3.downloadly.ir\/Files\/Elearning\/Udemy_Data_Science_and_Machine_Learning_in_Python_Linear_models_2022-11.part2_Downloadly.ir.rar?nocache=1786098335\"><span style=\"vertical-align: inherit\">Download part 2 \u2013 1 GB<\/span><\/a><\/p>\n<p><a href=\"https:\/\/dl3.downloadly.ir\/Files\/Elearning\/Udemy_Data_Science_and_Machine_Learning_in_Python_Linear_models_2022-11.part3_Downloadly.ir.rar?nocache=1786098335\"><span style=\"vertical-align: inherit\">Download part 3 \u2013 794 MB<\/span><\/a><\/p>\n<p><span style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3><span style=\"vertical-align: inherit\">Size<\/span><\/h3>\n<p><span style=\"vertical-align: inherit\">2.7 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Course Data Science and Machine Learning in Python: Linear models. Companies face a problem: they collect and store massive amounts of data every da<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[37829,37830,37831,37832,37833,37834,37835,37836,37837,37838,37839],"class_list":["post-3375","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-data-science-and-machine-learning-in-python-linear-models","dgi_tag-data-science-and-machine-learning-in-python-linear-models-free-download","dgi_tag-download-course-data-science-and-machine-learning-in-python-linear-models","dgi_tag-download-data-science-and-machine-learning-in-python-linear-models","dgi_tag-download-paid-course-data-science-and-machine-learning-in-python-linear-models","dgi_tag-escape-velocity-labs","dgi_tag-free-data-science-and-machine-learning-in-python-linear-models","dgi_tag-free-download-data-science-and-machine-learning-in-python-linear-models","dgi_tag-free-download-links-data-science-and-machine-learning-in-python-linear-models","dgi_tag-free-links-download-data-science-and-machine-learning-in-python-linear-models","dgi_tag-paid-course-data-science-and-machine-learning-in-python-linear-models"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/3375","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item"}],"about":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/types\/digital_item"}],"author":[{"embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":0,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/3375\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=3375"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=3375"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=3375"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}