{"id":8935,"date":"2026-08-10T10:01:41","date_gmt":"2026-08-10T10:01:41","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/lunartech-machine-learning-fundamentals-2024-12\/"},"modified":"2026-08-10T10:01:41","modified_gmt":"2026-08-10T10:01:41","slug":"lunartech-machine-learning-fundamentals-2024-12","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/lunartech-machine-learning-fundamentals-2024-12\/","title":{"rendered":"LunarTech \u2013 Machine Learning Fundamentals 2024-12"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2>Descriptions<\/h2>\n<p>Machine Learning Fundamentals, Level Up Your Machine Learning Career. Master the ML Fundamentals Employers Crave. Build a solid foundation in ML concepts and terminology, enabling you to make informed decisions about your career path Gain hands-on experience applying ML to solve practical challenges, building 6 portfolio projects that showcases your abilities. Learn essential ML algorithms, giving you the flexibility to address different data challenges and impress potential employers. Develop the knowledge to select the right ML models and techniques, positioning you as a valuable problem-solver.<\/p>\n<h3>What you\u2019ll learn<\/h3>\n<ul>\n<li>Fundamentals of Machine Learning<\/li>\n<li>Tackle Real-World Problems<\/li>\n<li>Master In-Demand Techniques<\/li>\n<li>Choose the Right Path<\/li>\n<li>Understand the Fundamentals of Machine Learning, Bias-Variance Trade-offs, and Regularization Techniques<\/li>\n<li>Master Linear and Logistic Regression, Predict Continuous Outcomes, and Understand Core Statistical Concepts<\/li>\n<\/ul>\n<h3>Specificatoin of Machine Learning Fundamentals<\/h3>\n<ul>\n<li>Publisher : <a href=\"https:\/\/href.li\/?https:\/\/academy.lunartech.ai\/product\/fundamentals-of-machine-learning\" target=\"_blank\" rel=\"noopener\">LunarTech<\/a><\/li>\n<li>Teacher : <a href=\"https:\/\/downloadlynet.ir\/tag\/tatev-aslanyan\">Tatev Aslanyan<\/a><\/li>\n<li>Language : English<\/li>\n<li>Level : All Levels<\/li>\n<li>Number of Course : 21<\/li>\n<li>Duration : 4 hours and 4 minutes<\/li>\n<\/ul>\n<h3>Content of Machine Learning Fundamentals<\/h3>\n<p>0. Introduction<br \/>1. Machine Learning Basics<br \/>2. Bias-Variance Trade-off<br \/>3. Overfitting Regularization<br \/>4.1 Linear Regression \u2013 Causal Analysis (Part 1)<br \/>4.2 Linear Regression \u2013 (Part 2)<br \/>5. Logistic Regression &amp; Maximum Likelihood Estimation (MLE)<br \/>6. Linear Discriminant Analysis (LDA)<br \/>7. K-Nearest Neighbors (KNN)<br \/>8. Decision Trees<br \/>9. Bagging<br \/>10. Random Forest<br \/>11. (Boosting Part 1) Introduction<br \/>12. Boosting (Part 2) \u2013 AdaBoost<br \/>13. Boosting (Part 3) \u2013 Gradient Boosting Model (GBM)<br \/>14. Boosting (Part 4) \u2013 XGBoost<br \/>15. Clustering (Part 1) \u2013 K-Means &amp; Elbow Method<br \/>16. Clustering (Part 2) \u2013 Hierarchical Clustering<br \/>17. Clustering (Part 3) \u2013 DBScan<br \/>18. Dimensionality Reduction (Part 1) \u2013 Feature Selection<br \/>19. Dimensionality Reduction (Part 2) \u2013 Principal Component Analysis<\/p>\n<h3>Pictures<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-967687\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/03\/Machine-Learning-Fundamentals.d.jpeg\" alt=\"Machine Learning Fundamentals\" width=\"696\" height=\"245\"><\/p>\n<h3>Sample Clip<\/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-157214-1\"><video class=\"wp-video-shortcode\" id=\"video-157214-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_Fundamentals_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_Fundamentals_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_Fundamentals_Downloadly.ir.mp4?nocache=1786113742782\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_Fundamentals_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<h3>Installation Guide<\/h3>\n<p>Extract the files and watch with your favorite player<\/p>\n<p>Subtitle : Not Available<\/p>\n<p>Quality: 1080p<\/p>\n<h3>Download Links<\/h3>\n<p><a href=\"https:\/\/dl2.downloadly.ir\/Files\/Elearning\/LunarTech_Machine_Learning_Fundamentals_2024-12_Downloadly.ir.rar?nocache=1786113741\">Download \u2013 296 MB<\/a><\/p>\n<h5>Password file(s): <a>www.downloadly.ir<\/a><\/h5>\n<h3>File size<\/h3>\n<p>296 MB<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Descriptions Machine Learning Fundamentals, Level Up Your Machine Learning Career. Master the ML Fundamentals Employers Crave. Build a solid foundation in ML co<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[78031,78032,78033,78034,78035,78036,78037,78038,76990],"class_list":["post-8935","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-download-machine-learning-fundamentals","dgi_tag-free-download-machine-learning-fundamentals","dgi_tag-free-machine-learning-fundamentals","dgi_tag-lunartech-machine-learning-fundamentals","dgi_tag-machine-learning-fundamentals","dgi_tag-machine-learning-fundamentals-download","dgi_tag-machine-learning-fundamentals-free","dgi_tag-machine-learning-fundamentals-free-download","dgi_tag-tatev-aslanyan"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/8935","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\/8935\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=8935"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=8935"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=8935"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}