{"id":3561,"date":"2026-08-10T09:06:00","date_gmt":"2026-08-10T09:06:00","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/oreilly-machine-learning-engineering-in-action-2022-4\/"},"modified":"2026-08-10T09:06:00","modified_gmt":"2026-08-10T09:06:00","slug":"oreilly-machine-learning-engineering-in-action-2022-4","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/oreilly-machine-learning-engineering-in-action-2022-4\/","title":{"rendered":"Oreilly \u2013 Machine Learning Engineering in Action 2022-4"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<div class=\"presented-response-container ng-tns-c2892812740-91\" style=\"text-align: left\">\n<div class=\"response-container-content ng-tns-c2892812740-91\">\n<div class=\"response-content ng-tns-c2892812740-91\">\n<div class=\"markdown markdown-main-panel\">\n<p data-sourcepos=\"5:1-5:186\"><span style=\"vertical-align: inherit\">Machine Learning Engineering in Action course. This course (excerpt from the book) provides you with key points, solutions, and applied design patterns to build usable, maintainable, and secure machine learning projects from initial idea to production.<\/span><\/p>\n<h3 data-sourcepos=\"7:1-7:25\"><strong><span style=\"vertical-align: inherit\">What you will learn:<\/span><\/strong><\/h3>\n<ul data-sourcepos=\"9:1-16:0\">\n<li data-sourcepos=\"9:1-9:58\"><span style=\"vertical-align: inherit\">How to evaluate data science problems to find the most effective solution<\/span><\/li>\n<li data-sourcepos=\"10:1-10:65\"><span style=\"vertical-align: inherit\">Determining the scope of the machine learning project based on user expectations and budget<\/span><\/li>\n<li data-sourcepos=\"11:1-11:83\"><span style=\"vertical-align: inherit\">Process techniques that minimize waste of time and increase production speed<\/span><\/li>\n<li data-sourcepos=\"12:1-12:69\"><span style=\"vertical-align: inherit\">Project evaluation using standard prototyping and statistical validation<\/span><\/li>\n<li data-sourcepos=\"13:1-13:50\"><span style=\"vertical-align: inherit\">Choosing the right technologies and tools for your project<\/span><\/li>\n<li data-sourcepos=\"14:1-14:60\"><span style=\"vertical-align: inherit\">Creating a more understandable, maintainable and testable code base<\/span><\/li>\n<li data-sourcepos=\"15:1-16:0\"><span style=\"vertical-align: inherit\">Automating the process of fixing bugs and recording events<\/span><\/li>\n<\/ul>\n<h3 data-sourcepos=\"17:1-17:33\"><strong><span style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/strong><\/h3>\n<ul data-sourcepos=\"19:1-19:51\">\n<li data-sourcepos=\"19:1-19:51\"><span style=\"vertical-align: inherit\">They have the basic knowledge of machine learning and the basic principles of object-oriented programming.<\/span><\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3 style=\"text-align: left\" data-sourcepos=\"11:1-11:29\"><span style=\"vertical-align: inherit\">Course details<\/span><\/h3>\n<ul style=\"text-align: left\">\n<li><span style=\"vertical-align: inherit\">Publisher: <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.oreilly.com\/library\/view\/machine-learning-engineering\/9781617298714AU\/\/\/\/\/\" target=\"_blank\"><span style=\"vertical-align: inherit\">Oreilly<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Instructor: <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/ben-wilson\/\"><span style=\"vertical-align: inherit\">Ben Wilson<\/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: 14 hours 54 minutes<\/span><\/li>\n<\/ul>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<ul style=\"text-align: left\">\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Part 1. An introduction to machine learning engineering<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 1. What is a machine learning engineer?<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 2. Your data science could use some engineering<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 3. Before you model: Planning and scoping a project<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 4. Before you model: Communication and logistics of projects<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 5. Experimentation in action: Planning and researching an ML project<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 6. Experimentation in action: Testing and evaluating a project<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 7. Experimentation in action: Moving from prototype to MVP<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 8. Experimentation in action: Finalizing an MVP with MLflow and runtime optimization<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Part 2. Preparing for production: Creating maintainable ML<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 9. Modularity for ML: Writing testable and legible code<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 10. Standards of coding and creating maintainable ML code<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 11. Model measurement and why it\u2019s so important<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 12. Holding on to your gains by watching for drift<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 13. ML development hubris<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Part 3. Developing production machine learning code<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 14. Writing production code<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 15. Quality and acceptance testing<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Chapter 16. Production infrastructure<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Appendix A. Big O(no) and how to think about runtime performance<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" style=\"text-align: left\">Appendix B. Setting up a development environment<\/li>\n<\/ul>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Images of the Machine Learning Engineering in Action course<\/span><\/h3>\n<p style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-904975 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2024\/06\/Machine-Learning-Engineering-in-Action.jpg\" alt=\"Machine Learning Engineering in Action \" width=\"1072\" height=\"390\"><\/p>\n<h3 style=\"text-align: left\"><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-127637-1\"><video class=\"wp-video-shortcode\" id=\"video-127637-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_Engineering_in_Action_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_Engineering_in_Action_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_Engineering_in_Action_Downloadly.ir.mp4?nocache=1786098878936\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Machine_Learning_Engineering_in_Action_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 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\">Subtitle: None<\/span><\/p>\n<p><span style=\"vertical-align: inherit\">Quality: 720p<\/span><\/p>\n<\/div>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">download link<\/span><\/h3>\n<p style=\"text-align: left\"><a href=\"https:\/\/dl3.downloadly.ir\/Files\/Elearning\/Oreilly_Machine_Learning_Engineering_in_Action_2022-4.part1_Downloadly.ir.rar?nocache=1786098877\"><span style=\"vertical-align: inherit\">Download part 1 \u2013 1 GB<\/span><\/a><\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/dl3.downloadly.ir\/Files\/Elearning\/Oreilly_Machine_Learning_Engineering_in_Action_2022-4.part2_Downloadly.ir.rar?nocache=1786098877\"><span style=\"vertical-align: inherit\">Download part 2 \u2013 1 GB<\/span><\/a><\/p>\n<p style=\"text-align: left\"><a href=\"https:\/\/dl3.downloadly.ir\/Files\/Elearning\/Oreilly_Machine_Learning_Engineering_in_Action_2022-4.part3_Downloadly.ir.rar?nocache=1786098877\"><span style=\"vertical-align: inherit\">Download part 3 \u2013 150 MB<\/span><\/a><\/p>\n<p style=\"text-align: left\"><span style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3 style=\"text-align: left\"><span style=\"vertical-align: inherit\">Size<\/span><\/h3>\n<p style=\"text-align: left\"><span style=\"vertical-align: inherit\">2.1 GB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Machine Learning Engineering in Action course. 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