{"id":9412,"date":"2026-08-10T10:07:10","date_gmt":"2026-08-10T10:07:10","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/udemy-machine-learning-mastery-from-data-to-advanced-classifiers-2024-2\/"},"modified":"2026-08-10T10:07:10","modified_gmt":"2026-08-10T10:07:10","slug":"udemy-machine-learning-mastery-from-data-to-advanced-classifiers-2024-2","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/udemy-machine-learning-mastery-from-data-to-advanced-classifiers-2024-2\/","title":{"rendered":"Udemy \u2013 Machine Learning Mastery: From Data to Advanced Classifiers 2024-2"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<p dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Machine Learning Mastery: From Data to Advanced Classifiers. This comprehensive course will introduce you to the complete process of working with data and machine learning modeling. First, you will learn the basic concepts of data management, including importing, cleaning, and preparing data for analysis. Advanced data visualization techniques will help you extract valuable insights from data and identify complex relationships between variables through heat maps. The next stage of the course is dedicated to data preprocessing, where you will learn various methods such as handling missing values, scaling features, and encoding categorical variables. An important part of the course is to divide the data into training and test sets to ensure optimal model performance. In the modeling section, you will be introduced to a wide range of classifiers, including SVC, RandomForest, XGBoost, KNN, and LightGBM. Tuning the parameters of these models and evaluating their performance through ROC curves are other important topics in this section. Throughout the course, you will strengthen your skills by working on practical projects and using real data sets. Diverse exercises and rich educational resources will help you consolidate the acquired knowledge well.<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"27:1-27:25\"><span style=\"vertical-align: inherit\">What you will learn:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"29:1-37:0\">\n<li data-sourcepos=\"29:1-29:52\"><span style=\"vertical-align: inherit\">Import and prepare data for analysis.<\/span><\/li>\n<li data-sourcepos=\"30:1-30:60\"><span style=\"vertical-align: inherit\">Cleaning and preprocessing techniques for data integrity.<\/span><\/li>\n<li data-sourcepos=\"31:1-31:37\"><span style=\"vertical-align: inherit\">Effective data visualization methods.<\/span><\/li>\n<li data-sourcepos=\"32:1-32:40\"><span style=\"vertical-align: inherit\">Understanding and using correlation heatmaps.<\/span><\/li>\n<li data-sourcepos=\"33:1-33:77\"><span style=\"vertical-align: inherit\">Preprocessing steps for feature scaling and categorical variable management.<\/span><\/li>\n<li data-sourcepos=\"34:1-34:42\"><span style=\"vertical-align: inherit\">Properly split data for training and testing.<\/span><\/li>\n<li data-sourcepos=\"35:1-35:145\"><span style=\"vertical-align: inherit\">Implementing machine learning models: Support Vector Classifier (SVC), RandomForestClassifier, XGBClassifier, KNeighborsClassifier, LGBMClassifier.<\/span><\/li>\n<li data-sourcepos=\"36:1-37:0\"><span style=\"vertical-align: inherit\">Evaluation using Receiver Operator Characteristic (ROC) curve.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"38:1-38:32\"><span style=\"vertical-align: inherit\">Who is this course suitable for?<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"40:1-46:0\">\n<li data-sourcepos=\"40:1-40:101\"><span style=\"vertical-align: inherit\">Beginner and intermediate Python programmers who want to expand their skills in machine learning.<\/span><\/li>\n<li data-sourcepos=\"41:1-41:105\"><span style=\"vertical-align: inherit\">Data analysts and data scientists who want to increase their understanding and skills in machine learning techniques.<\/span><\/li>\n<li data-sourcepos=\"42:1-42:123\"><span style=\"vertical-align: inherit\">Data scientists who are interested in using machine learning algorithms to solve real-world problems.<\/span><\/li>\n<li data-sourcepos=\"43:1-43:119\"><span style=\"vertical-align: inherit\">Students and researchers in computer science or related fields who want to gain practical knowledge and hands-on experience in machine learning.<\/span><\/li>\n<li data-sourcepos=\"44:1-44:261\"><span style=\"vertical-align: inherit\">Anyone who is passionate about machine learning and wants to learn how to ingest, clean, visualize, preprocess, and model data using popular classifiers such as SVC, RandomForestClassifier, XGBClassifier, KNeighborsClassifier, and LGBMClassifier.<\/span><\/li>\n<li data-sourcepos=\"45:1-46:0\"><span style=\"vertical-align: inherit\">People looking to evaluate and compare the performance of machine learning models using the Receiver Operator Characteristic (ROC) curve.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Machine Learning Mastery: From Data to Advanced Classifiers Course Details<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span style=\"vertical-align: inherit\">Publisher:&nbsp; <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.udemy.com\/course\/machine-learning-mastery-from-data-to-advanced-classifiers\/?couponCode=LEARNNOWPLANSGB\" target=\"_blank\" rel=\"noopener\"><span style=\"vertical-align: inherit\">Udemy<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Instructor:&nbsp; <\/span><a class=\"ud-btn ud-btn-medium ud-btn-link ud-heading-sm ud-text-sm ud-instructor-links\" href=\"https:\/\/downloadlynet.ir\/tag\/abdurrahman-tekin\/\" data-position=\"1\"><span class=\"ud-btn-label\"><span style=\"vertical-align: inherit\">Abdurrahman TEKIN<\/span><\/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: 2 hours and 52 minutes<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Number of lessons: 32<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-973623 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/03\/Machine-Learning-Mastery-From-Data-to-Advanced-Classifiers-1.png\" alt=\"Machine Learning Mastery: From Data to Advanced Classifiers\" width=\"881\" height=\"185\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Prerequisites for the Machine Learning Mastery: From Data to Advanced Classifiers course<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Basic understanding of programming concepts and Python programming language.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Familiarity with data manipulation using libraries such as Pandas and NumPy.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-973624 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/03\/Machine-Learning-Mastery-From-Data-to-Advanced-Classifiers.png\" alt=\"Machine Learning Mastery: From Data to Advanced Classifiers\" width=\"849\" height=\"397\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Sample course video<\/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-159909-1\"><video class=\"wp-video-shortcode\" id=\"video-159909-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_Mastery_From_Data_to_Advanced_Classifiers_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_Mastery_From_Data_to_Advanced_Classifiers_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_Mastery_From_Data_to_Advanced_Classifiers_Downloadly.ir.mp4?nocache=1786115268783\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_Mastery_From_Data_to_Advanced_Classifiers_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 dir=\"ltr\" style=\"text-align: left\">\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\">Subtitles: None<\/span><\/p>\n<p><span style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<\/div>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Download link<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl3.downloadly.ir\/Files\/Elearning\/Udemy_Machine_Learning_Mastery_From_Data_to_Advanced_Classifiers_2024-2.part1_Downloadly.ir.rar?nocache=1786115267\"><span style=\"vertical-align: inherit\">Download Part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl3.downloadly.ir\/Files\/Elearning\/Udemy_Machine_Learning_Mastery_From_Data_to_Advanced_Classifiers_2024-2.part2_Downloadly.ir.rar?nocache=1786115267\"><span style=\"vertical-align: inherit\">Download Part 2 \u2013 1 GB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><a href=\"https:\/\/dl3.downloadly.ir\/Files\/Elearning\/Udemy_Machine_Learning_Mastery_From_Data_to_Advanced_Classifiers_2024-2.part3_Downloadly.ir.rar?nocache=1786115267\"><span style=\"vertical-align: inherit\">Download Part 3 \u2013 595 MB<\/span><\/a><\/p>\n<p dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">2.5 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Machine Learning Mastery: From Data to Advanced Classifiers. This comprehensive course will introduce you to the complete process of working with da<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[42142,81349,81350,81351,81352,81353],"class_list":["post-9412","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-abdurrahman-tekin","dgi_tag-course-machine-learning-mastery-from-data-to-advanced-classifiers","dgi_tag-download-course-machine-learning-mastery-from-data-to-advanced-classifiers","dgi_tag-download-machine-learning-mastery-from-data-to-advanced-classifiers","dgi_tag-free-download-machine-learning-mastery-from-data-to-advanced-classifiers","dgi_tag-free-machine-learning-mastery-from-data-to-advanced-classifiers"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/9412","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\/9412\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=9412"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=9412"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=9412"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}