{"id":5740,"date":"2026-08-10T09:26:00","date_gmt":"2026-08-10T09:26:00","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/oreilly-feature-engineering-bookcamp-video-edition-2022-9\/"},"modified":"2026-08-10T09:26:00","modified_gmt":"2026-08-10T09:26:00","slug":"oreilly-feature-engineering-bookcamp-video-edition-2022-9","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/oreilly-feature-engineering-bookcamp-video-edition-2022-9\/","title":{"rendered":"Oreilly \u2013 Feature Engineering Bookcamp, Video Edition 2022-9"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2><span style=\"vertical-align: inherit\">Description<\/span><\/h2>\n<p data-sourcepos=\"7:1-7:284\"><span style=\"vertical-align: inherit\">Feature Engineering Bookcamp Video Edition course. This course is like an audio book with video. In each section, the speaker reads the book and simultaneously the content, diagrams, codes and text are displayed on the screen. With this course, you can make significant improvements to your machine learning pipelines without spending a lot of time tuning parameters.<\/span><\/p>\n<h3 data-sourcepos=\"9:1-9:24\"><span style=\"vertical-align: inherit\">What you will learn<\/span><\/h3>\n<ul data-sourcepos=\"10:1-16:0\">\n<li data-sourcepos=\"10:1-10:125\"><span style=\"vertical-align: inherit\">Identify and implement attribute transformations: You will learn how to transform the attributes of your data to improve the performance of your models.<\/span><\/li>\n<li data-sourcepos=\"11:1-11:143\"><span style=\"vertical-align: inherit\">Building machine learning pipelines with unstructured data: You will work with text and image data and create powerful pipelines.<\/span><\/li>\n<li data-sourcepos=\"12:1-12:123\"><span style=\"vertical-align: inherit\">Quantifying and Reducing Bias in the Machine Learning Pipeline: Learn how to identify and reduce bias in your data.<\/span><\/li>\n<li data-sourcepos=\"13:1-13:189\"><span style=\"vertical-align: inherit\">Using feature stores to build a real-time feature engineering pipeline: By using feature stores, you\u2019ll dynamically update your pipeline in real-time.<\/span><\/li>\n<li data-sourcepos=\"14:1-14:135\"><span style=\"vertical-align: inherit\">Improving an existing pipeline by manipulating input data: Learn how to improve the performance of your models by changing input data.<\/span><\/li>\n<li data-sourcepos=\"15:1-16:0\"><span style=\"vertical-align: inherit\">Using advanced deep learning models to extract hidden patterns in data: Using deep learning models, you will extract valuable information from your data.<\/span><\/li>\n<\/ul>\n<h3 data-sourcepos=\"17:1-17:32\"><span style=\"vertical-align: inherit\">This course is suitable for people who<\/span><\/h3>\n<ul data-sourcepos=\"18:1-19:0\">\n<li data-sourcepos=\"18:1-19:0\"><span style=\"vertical-align: inherit\">They have experience working with machine learning and Python programming language.<\/span><\/li>\n<\/ul>\n<h3><span style=\"vertical-align: inherit\">Features of the Feature Engineering Bookcamp Video Edition course<\/span><\/h3>\n<ul>\n<li><span style=\"vertical-align: inherit\">Publisher: <\/span><a href=\"https:\/\/href.li\/?https:\/\/www.oreilly.com\/library\/view\/feature-engineering-bookcamp\/9781617299797VE\/\" target=\"_blank\" rel=\"noopener\"><span style=\"vertical-align: inherit\">Oreilly<\/span><\/a><\/li>\n<li><span style=\"vertical-align: inherit\">Lecturer: <\/span><a href=\"https:\/\/downloadlynet.ir\/tag\/sinan-ozdemir\/\"><span style=\"vertical-align: inherit\">Sinan Ozdemir<\/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: 6 hours and 30 minutes<\/span><\/li>\n<\/ul>\n<h3><span style=\"vertical-align: inherit\">Course headings<\/span><\/h3>\n<ul>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 1. Introduction to feature engineering<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 1. The feature engineering pipeline<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 1. How this book is organized<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 1. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 2. The basics of feature engineering<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 2. The four levels of data<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 2. The types of feature engineering<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 2. How to evaluate feature engineering efforts<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 2. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. Healthcare: Diagnosing COVID-19<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. Exploratory data analysis<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. Feature improvement<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. Feature construction<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. Building our feature engineering pipeline<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. Feature selection<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. Answers to exercises<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 3. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 4. Bias and fairness: Modeling recidivism<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 4. Exploratory data analysis<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 4. Measuring bias and fairness<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 4. Building a baseline model<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 4. Mitigating bias<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 4. Building a bias-aware model<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 4. Answers to exercises<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 4. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 5. Natural language processing: Classifying social media sentiment<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 5. Text vectorization<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 5. Feature improvement<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 5. Feature extraction<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 5. Feature learning<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 5. Text vectorization recap<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 5. Answers to exercises<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 5. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 6. Computer vision: Object recognition<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 6. Feature construction: Pixels as features<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 6. Feature extraction: Histogram of oriented gradients<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 6. Feature learning with VGG-11<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 6. Image vectorization recap<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 6. Answers to exercises<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 6. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. Time series analysis: Day trading with machine learning<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. Feature construction<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. Feature selection<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. Feature extraction<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. Conclusion<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. Answers to exercises<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 7. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 8. Feature stores<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 8. Setting up a feature store with Hopsworks<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 8. Creating training data in Hopsworks<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 8. Answer to exercise<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 8. Summary<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 9. Putting it all together<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 9. Key takeaways<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 9. Recap of feature engineering<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 9. Data type-specific feature engineering techniques<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 9. Frequently asked questions<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 9. Other feature engineering techniques<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 9. Further reading material<\/li>\n<li class=\"toc-level-1 t-toc-level-1\" dir=\"ltr\" style=\"text-align: left\">Chapter 9. Summary<\/li>\n<\/ul>\n<h3><span style=\"vertical-align: inherit\">Course images<\/span><\/h3>\n<h2><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-928722 size-full\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2024\/09\/Feature-Engineering-Bookcamp-Video-Edition1.jpg\" alt=\"Feature Engineering Bookcamp Video Edition\" width=\"1137\" height=\"375\"><\/h2>\n<h3><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-139033-1\"><video class=\"wp-video-shortcode\" id=\"video-139033-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Feature_Engineering_Bookcamp_Video_Edition_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Feature_Engineering_Bookcamp_Video_Edition_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Feature_Engineering_Bookcamp_Video_Edition_Downloadly.ir.mp4?nocache=1786105178876\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Feature_Engineering_Bookcamp_Video_Edition_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>\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><span style=\"vertical-align: inherit\">download link<\/span><\/h3>\n<p><a href=\"https:\/\/dl2.downloadly.ir\/Files\/Elearning\/Oreilly_Feature_Engineering_Bookcamp_Video_Edition_2022-9_Downloadly.ir.rar?nocache=1786105177\"><span style=\"vertical-align: inherit\">Download file \u2013 895 MB<\/span><\/a><\/p>\n<p><span style=\"vertical-align: inherit\">File(s) password: www.downloadly.ir<\/span><\/p>\n<h3><span style=\"vertical-align: inherit\">File size<\/span><\/h3>\n<p><span style=\"vertical-align: inherit\">895 MB<\/span><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Description Feature Engineering Bookcamp Video Edition course. This course is like an audio book with video. In each section, the speaker reads the book and sim<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[56313,56314,56315,56316,56317,36625],"class_list":["post-5740","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-course-feature-engineering-bookcamp-video-edition","dgi_tag-download-course-feature-engineering-bookcamp-video-edition","dgi_tag-download-feature-engineering-bookcamp-video-edition","dgi_tag-free-download-feature-engineering-bookcamp-video-edition","dgi_tag-free-feature-engineering-bookcamp-video-edition","dgi_tag-sinan-ozdemir"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/5740","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\/5740\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=5740"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=5740"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=5740"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}