{"id":11490,"date":"2026-08-10T10:32:53","date_gmt":"2026-08-10T10:32:53","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/udemy-data-centric-machine-learning-with-python-hands-on-guide-2025-3\/"},"modified":"2026-08-10T10:32:53","modified_gmt":"2026-08-10T10:32:53","slug":"udemy-data-centric-machine-learning-with-python-hands-on-guide-2025-3","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/udemy-data-centric-machine-learning-with-python-hands-on-guide-2025-3\/","title":{"rendered":"Udemy \u2013 Data-Centric Machine Learning with Python: Hands-On Guide 2025-3"},"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\">Data-Centric Machine Learning with Python: Hands-On Guide. This intensive 3-4 hour course teaches the fundamental concepts and advanced techniques of data-centric machine learning in Python. In a world where data is critical, this course emphasizes the importance of data quality and its impact on model performance. Participants will learn the fundamentals of machine learning, data science tools in Python, and key steps in data preparation including exploratory analysis, missing value management, and feature engineering. Supervised learning techniques such as regression and classification are also taught, along with appropriate evaluation criteria. More advanced topics include cross-validation, hyperparameter tuning, and unsupervised learning such as clustering and anomaly detection. Practical applications such as text analytics, image classification, and recommender systems are also covered. At the end of the course, participants apply their knowledge to a real-world scenario by completing a practical loan forecasting project. This course is designed for data scientists, analysts, and technology professionals who want to use data-driven machine learning in their professional work.<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">What you will learn<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span style=\"vertical-align: inherit\">Data preprocessing: You effectively preprocess data for machine learning models.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Exploratory data analysis: You perform exploratory data analysis using Python libraries.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Supervised and unsupervised learning: You will recognize the difference between supervised and unsupervised learning.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Building and optimizing algorithms: You build and optimize machine learning algorithms in Python.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Data Visualization: You create insightful data visualizations and plots.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Feature Engineering: You apply feature engineering techniques to improve models.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Model performance evaluation: You evaluate the model\u2019s performance with appropriate metrics.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Solve real-world problems: You solve real-world problems using machine learning workflows.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span style=\"vertical-align: inherit\">Beginners: People looking to explore machine learning concepts.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Python Programmers: Python programmers who want to expand their skill set.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Data Analysts: Data analysts who are eager to transition to machine learning.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Students: Students interested in the practical applications of data science.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Specialists: Professionals looking to automate data-driven decision-making.<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Enthusiasts: Enthusiasts who are curious about building predictive models.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course Details Data-Centric Machine Learning with Python: Hands-On Guide<\/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\/data-centric-machine-learning-with-python-hands-on-guide\/?couponCode=MT300725C\" 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\/meta-brains\/\" data-position=\"1\"><span class=\"ud-btn-label\"><span style=\"vertical-align: inherit\">Meta Brains<\/span><\/span><\/a><span style=\"vertical-align: inherit\"> , <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/skool-of-ai\/\"><span style=\"vertical-align: inherit\">Skool of AI<\/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: 3 hours and 35 minutes<\/span><\/li>\n<li><span style=\"vertical-align: inherit\">Number of lessons: 37<\/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-997445 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/07\/Data-Centric-Machine-Learning-with-Python-Hands-On-Guide-1.png\" alt=\"Data-Centric Machine Learning with Python: Hands-On Guide\" width=\"880\" height=\"647\"><\/h3>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Prerequisites for the Data-Centric Machine Learning with Python: Hands-On Guide 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 Python programming.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Familiarity with high school-level math concepts.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">A computer with Python and necessary libraries installed.<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">No prior data science or machine learning knowledge needed!<\/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-997446 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/07\/Data-Centric-Machine-Learning-with-Python-Hands-On-Guide.png\" alt=\"Data-Centric Machine Learning with Python: Hands-On Guide\" width=\"859\" height=\"392\"><\/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-171875-1\"><video class=\"wp-video-shortcode\" id=\"video-171875-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Data-Centric_Machine_Learning_with_Python_Hands-On_Guide_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Data-Centric_Machine_Learning_with_Python_Hands-On_Guide_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Data-Centric_Machine_Learning_with_Python_Hands-On_Guide_Downloadly.ir.mp4?nocache=1786140934820\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Data-Centric_Machine_Learning_with_Python_Hands-On_Guide_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:\/\/dl1.downloadly.ir\/Files\/Elearning\/Udemy_Data-Centric_Machine_Learning_with_Python_Hands-On_Guide_2025-3.part1_Downloadly.ir.rar?nocache=1786140934\"><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:\/\/dl1.downloadly.ir\/Files\/Elearning\/Udemy_Data-Centric_Machine_Learning_with_Python_Hands-On_Guide_2025-3.part2_Downloadly.ir.rar?nocache=1786140934\"><span style=\"vertical-align: inherit\">Download Part 2 \u2013 886 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\">1.8 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Data-Centric Machine Learning with Python: Hands-On Guide. 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