{"id":6199,"date":"2026-08-10T09:30:46","date_gmt":"2026-08-10T09:30:46","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/oreilly-ai-ml-algorithms-and-their-practical-applications-2024-9\/"},"modified":"2026-08-10T09:30:46","modified_gmt":"2026-08-10T09:30:46","slug":"oreilly-ai-ml-algorithms-and-their-practical-applications-2024-9","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/oreilly-ai-ml-algorithms-and-their-practical-applications-2024-9\/","title":{"rendered":"Oreilly \u2013 AI &#038; ML Algorithms and their Practical Applications 2024-9"},"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\" data-sourcepos=\"7:1-7:281\"><span style=\"vertical-align: inherit\">AI &amp; ML Algorithms and their Practical Applications course. This comprehensive course takes you into the exciting world of artificial intelligence and machine learning. In this course, you have familiarized yourself with the basic concepts of artificial intelligence and machine learning and learned different algorithms to solve different problems. Also, you have learned about the practical applications of these algorithms in the real world.<\/span><\/p>\n<h3 dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"9:1-9:25\"><span style=\"vertical-align: inherit\">What you will learn:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"11:1-16:0\">\n<li data-sourcepos=\"75:1-75:34\"><span style=\"vertical-align: inherit\">Basics of artificial intelligence and machine learning<\/span><\/li>\n<li data-sourcepos=\"76:1-76:50\"><span style=\"vertical-align: inherit\">Different types of learning (unsupervised, supervised, reinforcement)<\/span><\/li>\n<li data-sourcepos=\"77:1-77:102\"><span style=\"vertical-align: inherit\">Key algorithms such as K-means, logistic regression, SVM, random forests, neural networks and transformers<\/span><\/li>\n<li data-sourcepos=\"78:1-78:42\"><span style=\"vertical-align: inherit\">Practical applications of artificial intelligence in the real world<\/span><\/li>\n<li data-sourcepos=\"79:1-80:0\"><span style=\"vertical-align: inherit\">The latest developments in the field of artificial intelligence<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"17:1-17:33\"><span style=\"vertical-align: inherit\">This course is suitable for people who:<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\" data-sourcepos=\"19:1-23:0\">\n<li data-sourcepos=\"83:1-83:63\"><span style=\"vertical-align: inherit\">They are looking for a complete understanding of the concepts of artificial intelligence and machine learning.<\/span><\/li>\n<li data-sourcepos=\"84:1-84:66\"><span style=\"vertical-align: inherit\">They are interested in learning different algorithms and their applications.<\/span><\/li>\n<li data-sourcepos=\"85:1-85:74\"><span style=\"vertical-align: inherit\">They want to have a professional activity in the field of artificial intelligence and machine learning.<\/span><\/li>\n<li data-sourcepos=\"86:1-87:0\"><span style=\"vertical-align: inherit\">They want to know the latest developments in this field.<\/span><\/li>\n<li data-sourcepos=\"100:1-100:57\"><span style=\"vertical-align: inherit\">They intend to use this knowledge to solve real problems.<\/span><\/li>\n<li data-sourcepos=\"101:1-102:0\"><span style=\"vertical-align: inherit\">Students, researchers and data professionals who want to improve their skills in this field.<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course specifications AI &amp; ML Algorithms and their Practical Applications<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li><span style=\"vertical-align: inherit\">Publisher: <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.oreilly.com\/library\/view\/ai-ml\/9780135358030\/?_gl=1*1k88w2r*_ga*MTU4NjE0OTc3OC4xNzEyMjIyNDU3*_ga_092EL089CH*MTcyODQ0ODMwNC4xMi4xLjE3Mjg0NDgzMTMuNTEuMC4w\" target=\"_blank\" rel=\"noopener\"><span style=\"vertical-align: inherit\">Oreilly<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Instructor: <\/span><a class=\"author-name\" href=\"https:\/\/downloadlynet.ir\/tag\/robert-barton\/\"><span style=\"vertical-align: inherit\">Robert Barton, <\/span><\/a> <a class=\"author-name\" href=\"https:\/\/downloadlynet.ir\/tag\/jerome-henry\/\"><span style=\"vertical-align: inherit\">Jerome Henry<\/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: 4 hours and 5 minutes<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<ul dir=\"ltr\" style=\"text-align: left\">\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Introduction<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">AI and ML Algorithm Foundations: Introduction<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 1: An Introduction to the World of Artificial Intelligence and Machine Learning<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Learning objectives<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">1.1 A Brief History of AI and ML<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">1.2 AI and ML Definitions<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">1.3 Discriminative vs. Generative AI<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 2: Unsupervised Learning<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Learning objectives<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">2.1 Clustering Principles<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">2.2 How K-means Works, Advantages and Limitations<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">2.3 Hierarchical Clustering<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">2.4 DBSCAN for Complex Shapes<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 3: Supervised Learning<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Learning objectives<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">3.1 Predictive Functions<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">3.2 Linear Regression \u2013 Fitting a Curve with Training Data<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">3.3 The Cost Function<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">3.4 Gradient Descent<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">3.5 The Machine Learning Workflow<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">3.6 Classification 1 \u2013 Logistical Regression<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">3.7 Classification 2 \u2013 Support Vector Machines (SVM)<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 4: Random Forests<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Learning objectives<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">4.1 Why Use Trees?<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">4.2 Build Your First Tree<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">4.3 Build a Full Forest<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 5: Reinforcement Learning<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Learning objectives<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">5.1 Why Reinforcement Learning<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">5.2 Understanding Reinforcement Learning Components and Framework<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">5.3 The Bellman Value Equation<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">5.4 Q-Learning<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 6: Deep Learning<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Learning objectives<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">6.1 Why is this learning \u201cDeep\u201d?<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">6.2 Artificial Neural Networks (ANN) step-by-step<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">6.3 Convolutional Neural Networks (CNN) for Image Recognition<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Lesson 7: An Introduction to Large Language Models<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Learning objectives<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">7.1 How did Large Language Models (LLMs) Develop?<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">7.2 Word Embedding<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">7.3 Transformers<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">7.4 Advanced Topics<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Summary<\/span><\/li>\n<li dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">AI and ML Algorithm Foundations: Summary<\/span><\/li>\n<\/ul>\n<h3 dir=\"ltr\" style=\"text-align: left\"><span style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<p dir=\"ltr\" style=\"text-align: left\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-933867 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2024\/10\/AI-ML-Algorithms-and-their-Practical-Applications.jpg\" alt=\"AI &amp; ML Algorithms and their Practical Applications\" width=\"1440\" height=\"463\"><\/p>\n<h3 dir=\"ltr\" 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-141743-1\"><video class=\"wp-video-shortcode\" id=\"video-141743-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/AI_And_ML_Algorithms_and_their_Practical_Applications_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/AI_And_ML_Algorithms_and_their_Practical_Applications_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/AI_And_ML_Algorithms_and_their_Practical_Applications_Downloadly.ir.mp4?nocache=1786106493226\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/AI_And_ML_Algorithms_and_their_Practical_Applications_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\" 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left\"><a href=\"https:\/\/dl2.downloadly.ir\/Files\/Elearning\/Oreilly_AI_And_ML_Algorithms_and_their_Practical_Applications_2024-9_Downloadly.ir.rar?nocache=1786106490\"><span style=\"vertical-align: inherit\">Download file \u2013 947 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\">947 MB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description AI &amp; ML Algorithms and their Practical Applications course. 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